{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e259baa9",
   "metadata": {},
   "source": [
    "# Домашнее задание №11: Разные способы применения PointNet\n",
    "\n",
    "План выполнения работы:\n",
    "\n",
    "- Обучите PointNet\n",
    "- Напишите функцию, которая находит набор критических точек для объекта, сделайте визуализацию нескольких примеров (определение критической точки - раздел 4.3 в статье)\n",
    "- Напишите функцию, которая ищет похожие объекты по вектору global features (см. раздел E дополнительных материалов к статье).\n",
    "- Напишите функцию, которая выполняет операцию shape correspondence для двух объектов одного класса по набору критических точек (см. раздел E дополнительных материалов к статье)\n",
    "\n",
    "Ссылка на статью PointNet: https://arxiv.org/pdf/1612.00593.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d123b529",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from copy import deepcopy\n",
    "\n",
    "import numpy as np\n",
    "import torch\n",
    "from sklearn.neighbors import NearestNeighbors\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from torchvision import transforms\n",
    "import pytorch_lightning as pl\n",
    "from pytorch_lightning.callbacks import EarlyStopping, ModelCheckpoint, TQDMProgressBar\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from tqdm.notebook import tqdm\n",
    "from IPython.display import Image\n",
    "\n",
    "from pointnet_lib import read_off\n",
    "from pointnet_lib import PointCloudDataset, PointCloudDatamodule, PointNet\n",
    "from pointnet_lib import PointSampler, Normalize, RandRotation_z, RandomNoise, ToTensor, default_transforms\n",
    "\n",
    "SEED = 2022"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "036cf557",
   "metadata": {},
   "source": [
    "## 1 Предобработка данных датасета\n",
    "\n",
    "В качестве датасета будем использовать архив http://3dvision.princeton.edu/projects/2014/3DShapeNets/ModelNet10.zip\n",
    "Датасет содержит 10 классов. Каждый объект в датасете описан с помощью формата Object File Format и имеет файл с расширением off.\n",
    "\n",
    "Укажем путь к распакованному датасету:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "eea1d657",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_root = \"ModelNet10\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00c57e0b",
   "metadata": {},
   "source": [
    "Выведем список названий классов в датасете:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "df56d3c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. bathtub\n",
      "2. bed\n",
      "3. chair\n",
      "4. desk\n",
      "5. dresser\n",
      "6. monitor\n",
      "7. night_stand\n",
      "8. sofa\n",
      "9. table\n",
      "10. toilet\n"
     ]
    }
   ],
   "source": [
    "folders = [class_dir for class_dir in sorted(os.listdir(dataset_root)) if os.path.isdir(os.path.join(dataset_root, class_dir))]\n",
    "classes = {folder: i for i, folder in enumerate(folders)};\n",
    "for class_name, idx in classes.items():\n",
    "    print(f\"{idx+1}. {class_name}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb3532ac",
   "metadata": {},
   "source": [
    "Получим координаты вершин точек и их грани одного объекта кровати с помощью функции read_off:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4f8e9911",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(dataset_root + \"/bed/train/bed_0001.off\", 'r') as f:\n",
    "    verts, faces = read_off(f)\n",
    "verts = np.array(verts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90fecefc",
   "metadata": {},
   "source": [
    "Визуализируем полученные вершины фигуры:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0a4dc06c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_point_cloud(points):\n",
    "    fig = plt.figure(figsize=(14,8))\n",
    "    ax = fig.add_subplot(111, projection='3d')\n",
    "    ax.scatter(points[:, 0], points[:, 1], points[:, 2])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c48f3c46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_point_cloud(verts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "525f0aab",
   "metadata": {},
   "source": [
    "На графике мы видим только вершины фигуры спальной кровати. В таком виде мы не можем подавать данные в нашу модель, так как только по вершинам опознать объект невозможно. Требуется создать облако точек, которые заполнят полости нашей фигуры. Для этого воспользуемся классом PointSampler:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c7f035ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "point_sampler = PointSampler(1024)\n",
    "point_cloud = point_sampler([verts, faces])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9ab3ea57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_point_cloud(point_cloud)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c70da55",
   "metadata": {},
   "source": [
    "Теперь мы получили объемное облако точек, которое уже напоминает результаты работы объемных сенсоров. И такие данные уже можно подавать в модель PointNet для обучения. \n",
    "\n",
    "Также для тестовых и валидационных данных будем применять операцию нормализации координат с помощью класса Normalize:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b77b593c",
   "metadata": {},
   "outputs": [],
   "source": [
    "normalize = Normalize()\n",
    "point_cloud_norm = normalize(point_cloud)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "50691fe9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QoDnk4V37G/EvOV5BNQAq0aAkCggCFLXbn9ufvTrJaLJIS8iDZlh84dwknVEvzSEPf3luksvTWaI+F+872ERL2ENr2LNmdHm/iONqkeN6VGsbWWn87Ijl3cURxzcRS9OotRTdlGei1ms6y2oLWDmN2tPTQ0fH2t1098OeY734cv8M02mF9ogXzTD56sUZOqJeumK+DR3n4yfa+F/PjzKdLmGYcLIrwr6WwKqvX9k2MjAwgGEYjI2NkclkeHZG4npKIBrwcsESuDmb5xee6K2IV8zvojHoZi6r0BBwkyrpBD0yTaHb+5U3Z3M0Buxo1i3b34mpjMLXrsxxcSJDY8DF66Npnro2z/7mAF0xH7/wRC8RX/VJSDuxWrUapmnWZTRgLWJZHnVXLgC6Hx4e7icccXyTUIvv4krqKY5lUVt5Q4+PjzM+Ps6xY8cIBoM1H+fNRrX3NLxQpClopyFdkgiCwHxO3bA4dsd9/PN372IyreB1ifTEfcuqadfD5XIRDodpbm4mr+j86Rev0Bw00NQ8oqpxKZvh/A2Ro70t+Hw+JFHg597Wwx+/Ms7IQpG2iIcfe7ATn+v296g55CGR14j6XZiWhWVB0C1xaTJLW9jDTFYhXdJxiQI+t8R0VuFvzk/z/Sda+dNXJhiYs1PFP/pgB51R330VOW7HeVYTS8f4eXtxxPFNwGZHwK3nnbgRykJbfrrXdZ3Lly8jSRJnz56tWYDrcU7lhaP8Nw3TQjetTe/pbZXVPo/mkJuFnEo84F4UEItwjQUxK4n4XKtGXeux9HrbU18kQkE/oiBgWiZ6soBhGNy4cWOZ28hnH+vE7a5e3fojZzv4788MM5NVME2LR3bFONwWxC2LKLpJUTURBbAASRDweSRGkwV+7zl7n7LB72I2q/Lfnr7Fv/7gvvtGHO9WhOuI5fbjiON9zFZ7F+tV/FI+VnmRzWQyXLp0id7eXtrb2zd9nM1QFuVMJoMsy8wZfl6eMRElF32Nfr7vgVYCnp3xtf++B1r53EtjTGcUDMsWkF01FsXUg6H5AgNzeXKpIqd77EECPpfImZ4oL91KEnTLFDSDXU0hTh+006pL3UYmJyfRdZ1IJFJxGykPiO+K+fhX79/LZLqE3y3RGfUiCAKfONXOH708TlEzKGombWEPYa/EbE7lRGeE18fTtATtdGzMLzKbU5hMK3juE3Hc7J7jVnHEsv7sjFXCYcPUo3exnj6MoihiGAZTU1NMTEzwwAMPEAisvu+1GlsRx6V7mwcOHGA8kedvnhnCJ2iYxTTnEgL5TJpPPti9rfNKa6Ul7OGfvqOP+ZyKRxZpDq3fvF8vXh9N82evTSCJAplMjqsLBv+8uRmPLPIDJ9toD3uWFeSU9xuXuo2APXEpnU6TTCYrbSPRaJR4PE4kEmF/y/JU+tneKM0hNyOJIq8Mpzg/lub1sQztES/vOdjIhYkMumnhkgRMy8IwLXwuET1/92erboZ7JY4rWU0slxo/q6pKMBjE7XY7YlkFRxzvM+rZu1hPcbQsi8uXL+P1ejeURl3JZsVx6aSdYDCIqqqkSiZ+v4/2iF0B2qxoTCSzjI6OksvlCAQClRFsPt/G9vnqhc8lbXiPsR589dIs8YALn0vCZ5aYymrcmMlxtCOMSxJ5x/5G3lHDcSRJquo2Uq1tJBwOI4oivQ1+ehv8KLrJ9dkcsYALLPjcS+N86EgzX7wwg6Ib6KbF2/c00Bn1cit5fxTk7NT0b3mdWGr8fOPGDXbv3l357i91HHHE0hHH+4qVadStfnnrteeYTqdJp9Ps3buXnp6t9f5tNNVbHlhuGEalRaT8ngIeGdO0KgtW0YCu5hiHD3fbDer5PMlk8o69tFgstupe2mbfU7XrXNQMrk3nKGkmfY0+WsMbn5G6WUq6QdRVvv0tREQ0c+vfhWptI6lUqtI24na7K9f4a5dn6Yh6K1HpVFqhOeThcFuIF4YSuGWRazM5xlOlLYlOXtHJKjoxv3vb9513SuS4HuX7rBw1rqx0ByoDCd6q9lyOON4nmKZJPp/n6tWrHDt2rC5f1K3uOVqWxejoKFNTU0Sj0cqCuNVzqlWw8/k8/f39q/o+9jX4ONkV4fx4BlEAjyzx4aPNlb8TXOzr6+rqwjRNMpkMyWSSiYkJTNOsmBFHo9G6mxEXNYM/fHGMqbTd4ygIAj/2YOdd23N8uDfKd24sEA+6SZUMPG6Jvob6/223201zczPNzfZ1L5VKJJNJxsbGSCSSmD4Zv8+Lx+NBAEaTRa5OZznYGkQUBFIFjT9+eZwf3LO5h8GXhpP88UvjmBYE3BKffaJ3W95nmftFHIFlRWvVIsuy8XO5yGjpnuVbQSwdcdzhrEyjqqpaty/lVtKqmqZx6dIlPB4PZ8+e5eLFi3WJQmsVx+npaQYHBzly5Ehl/6vasT54pJlT3RFKuklz0L1qMY4oikSjUaLRKH19fei6TjqdJpFIMDQ0VHcz4uszeabSCp0xO1rMlHS+cWWWn3u8d0vHrZXvOdKCxyXRP5GlPeTig0eaifk3V+26EbxeL21tbbS1tfF9+jT/cGkaQzWYSqfwCAapWRVFMTFNGVGSCXllZrIqluXe8Pd+LqvwuRfHifhkPLJIpqTzO98d4T985MCGWl02wv0mjquda7U9y7JYln/+Zjd+dsRxB7Oyd1GSJAzDqNvxNyuO6XSay5cvs2vXLlpbW7d0rJWsJ46maXL9+nWKxSJnz56tVEeudby2yMbTlbIs09DQQENDA3B7qszk5CTZbBav11tJDwYCgQ0vDJpusPRX3JJASd8uX487kUWB9x5s4r0HmxgcHCQavvtOHE8eayHqk7k4mSXud/O+Q43MJDI8Mz7MXCKFaJnkdJG9zaHKVsJGmM9rCFBJpYa9MjMZlZxibLplZj126p7jatR6rtXEUtf1O4yf30xi6YjjDqVa72I9C2hg44JmWRYjIyNMT09z/Phx/P7b6al6Ne+vdZxisUh/fz/Nzc0cOHDgrt58S6fKWJZFsVgkmUwyPDxMPp8nGAwSj9tOGLX4K/Y0+JFEgXRRwy2LzOc03rW/4S68k/pjmBaJvIpbFjfUaykKAk/sa+SJfbfT8Y3BJj71Nom/PDeFYZn0+iU+uNdDYmGadDpducZL20ZWoyHgwsL2rnTLIjlFJ+CRlo3Wqzf3U+S4FaqJ5Urj55VD1O83sXTEcYexVu9ivb9cGxE0VVW5dOkSPp+Ps2fP3rEAbHfkODc3x40bNzh06BCx2Mbnj9YTQRDw+/34/X46Ojoq/oqJRIJr166hqiqRSIR4PE40Gq36nppDHn7ioS6+eXWOomrw7v0NvG3PvRHHrUQ76aLG7z47wlTaHmn2rv2NfPho85a+q4/tjnOmJ4qimwQ9EqIgcO2aRmtrK6Zp3tE2stq+cHPIwyfPtPPnr00C4JZEPvv2HiRx+xbpt4o4rqSc2SpTTSxXzoXd6WLpiOMOYjMj4LZCrYKWSqW4fPkye/bsqczjXEm9IseVFbSmaTIwMEAmk+HMmTN1rSKtF4Jw21+xp6cH0zSX9f4Vi8VKT2rZMgqgJ+7jpx/t3tDf0k2L+ZyKJEBjcOP7cPXmL1+fYjqj0Br2YJgW37w6x+4mP4fb7nRc2QgrXUosy0KSpEoPJdxuG1m5L7y0beTxPQ080BEmXbRNnP3bGDXC9o2Pu9+oJpZLjZ+XimV5LuxOu26OOO4QVubv78YXZT1xtCyL4eFhZmdnOXny5Jq9gNsROSqKQn9/P7FYjFOnTu2Im6egGliWteaUHVEUK4s0wLVr1/B6vczPzzM4OIgsy8uKe2p9X3lF5w9fGmMipWBZFg90hPn4qXbkOkRCgiAwnSkxkVIIuCX2tQRqKloZXigSW0yllt05ZrPKlsVxJdWi29XaRmZmZu5oG+mK1X6dt3qe90vkeDdnGNcqluU07E4QS0cc7zH17l3cCGsJmqqqXLx4kUAgwJkzZ9a94eu552iaJgsLC1y7do0DBw5UimLuJaZl8a2rc5wby2ABh1qDfPBIc00mvksrYcEW/WQyycjoGN8dSnMrJxHye/nQA+2c7G1c9TvwjatzTKRKtC5O0nl9LM3upgBne6Nbem+WZXFlpsDfXpnCsuz3erIrwo+c7VhXIDtjHm7OFmgKuhd7SqExUP/ovpbU72ptI+Pj42SzWXw+X2XP0u/3b8u9dr8U5Nzr9O9SsVxp/JxMJvn1X/91fu/3fu+enR844nhPqccIuK2wmjgmk0muXLnC3r17KwvNetRLHAFyuRyDg4OcOnWqpuKWu0H/RJZXRlJ0RHwIAlyazNIQcNW8T7j02ng8HlpbW7makZkWJDqbRXL5Ip97doCpkUF2NYcri7jHc3uk3GRaIeS5bU3klUVms8qW35tlWXzp0gLRgA+fy24IPz+W5pFdMfY0VR8BWNIMrk7n2NsUZCxRsgeMW/D43jhH2usbNZbPcaP3x9K2kaVFVLdu3aoUUZUjy3pOSHLEcWOUr1dZLLPZLDMzM/fylABHHO8JK3sX79WXdOUQAMuyuHXrFnNzc+umUVdSj7SqqqpcvnwZ0zQ5ffr0jrl5gcUB2jLiYgoz4nMxniqt81s2qy2WV6dyNAY9+N0SAZ8X0+Uj3BGns8VNIpHgypUrlcHe8XicjoibsWSRgFvCAoqGRVtk6/NYDcuipFs0L+7x2YVgAkW1ettQUTP4H98dYSxVQsB21fjEqXZ2Nfq3bR90qxHZakVUSyckhUKhilgufSh5M7KTxHEl+Xx+WSX8vcIRx7tMuYrLMIxNR4v1St2IorhsuMDFixcJBoM1pVGrHWsrkWO56Kenp4eZmZkdd+M2BlwUVIOGxUAqr+oc2MRg9aUEvRJTaaVSJKKbFkGPTDgcJhwO09vbWxnsnUgkaC4l8ak6Nydl3G43j+xp4nhn9QEIG0ESBPY1+biVUmgJecirBrIo0BGtHrX3j2cYTRYrM2FTRY2XR1I82Ld9VcT13stbWkTV3d1dcRspZ01WcxsBSBY0copOU9CN17X1Ah/NMPnCuUleHEoScEt88kwHJ7q2/rmuhWEYdZ/6VC/KUf29xhHHu8hmfReXUhaheomjaZokEgmuXr3Kvn37aGpq2tSxNjuKbmnv5IkTJ5Akienp6U2dQz3QDJOcYhBwS7iXVEue6IowNF9kaCGPgEBb2MOju+Nb+lvvOdDE514aZyJdwjKhM+rjcHt42WuWDvbeswdOn1QZmZonk0ljFMa42D9bScFu1mnEsiw+dqyJrw/kuTqdI+qT+YmHeoivsndY0Mxl7RBeWSSv1G84xWrnuJ3pyqVuI+WHkkwmQyKRWNY28saCyNdvZhFFAb9b4p+9cxc98a2lZP/i3BTfuDJH3O8mpxj81+/c4t98cN9bdsydI45vIbbqu7iUlabCW0EQBBYWFlhYWNjy/t5m9hx1XefixYuVEXSiKFYeHu4FY8kif/n6FCXNxC0JfP+JVnY12tGhSxL5+Mk25nIqYNEQcNdUjLMWbREvP/e2HsaSRWRJZHejf5kgV8PjdrOvpx2wfTJLpVJlAd+K04jfLfGTD3fV9No9TX4EAXKKjlsSmcupvPfg5h6qauVut0gsbQuBRZ/QkVn+tn8Uv6gjSiLpksx//dYN/tP3H9lSFPbKSIqY341bFu1hBarB1anctoqjYRg7Whw3Y3dXbxxx3Gbq3btY9k2U5a19dIqiMDg4iCiKVZv6N3NeG4kcy4bIfX19tLW1LTtOvapeN4JmmPzl61O4JIGY30NBNfjr81N89u19lbSnJAq0hje3F7Xae4r6XURXmWk6NF/g3GgaWRR4sC9Ke5UxeF6vl/b2dtrb27fkNLKR69UV8/ETD3XxdxdnKGom79rfyHu2WRzvdRWoLMvorgABv5/mkBvDNFEUhalUgZdffQ2/10MsFsMwjA2fa8Atkchrlb5Ou1Vo+/sxd2paNZfLOZHjmx3DMBgaGqKlpQW3uz6FCvUofCm3SbS1taGqat2i0FrOy7IsJiYmGBsb49ixY3fcBPWset0I2ZJOSTOI+W0B8rsl0kWNTEnfcuP4Zj73ofkCf/TSOD6XiGnBpaksP/1o15q2VtWcRrLZLIlEYk2nkc1c78Ntobr3Mq7FvRZHgOaQ264ZMExckoiKTF9LjEceOlBpG1FVlVdffbUyezcej6/bNvKjZzv4j98aYiargAXdMR9neqLb+l52euToiOOblKVp1Pn5eRobV+9d2yhbEUfLshgYGCCVSnHq1CmKxSJTU1N1O69ycc9q6LrOlStXEARhVUPkrdpobZaAR0aWRIqqgc8tUdIMREEgtM1P8Kvx0q0kfrdUccqYySqcH8/wPYdqT30v3Udby2lEVdXteht1YyeIY1fMxyfOdPAX5+xxdCGPzM8/bvuXer1eWlpamJiYqNxbtbaNHGoL8Wsf2se16Rxel8Sp7shdmeSzUyPHQqGwI3qbHXGsMyt7FyVJuqfDwsuUSiUuXrxINBrl9OnTCIKAoih1O7f1Ir5cLsfFixfp6uqis7Nz08fZLjyyyMeOt/LX56dIFTVEQeB7j7WsOQlnu7Gwlv4LW33OX81pZHp6msuXL1f2KzfrNLKd7ARxBHt27JmeKDlFpyGw3Dx56dbJyraRcrr75s2blEqlO9pGumK+SvVvPbAsi5duJXlusQL2yWMtdEZvH3+nR45OK8ebiJW9i+WbZCfYTM3Pz3P9+vU7ps3Ua38P1ha1qakpbt26xdGjRwmF1k7F1WsB3MxiurspwC880Ue6qBHyygTvoTA+vCvGjZfyzOdUTMtCEKhL28ZSyk4jiUSCzs5OZFkmkUhs2mlku9kJ4gi29VU1y6vV2k1WS3fX0jayWZ6+scD/en4UjyyiGxavjab5908eqOyZ7+TIMZfLrbtO3A0ccawDa/Uu3kubqfLQ7nQ6zenTp+9obK5nCrPaeZmmydWrV9E0jbNnz265iGgjqKq6qX1ev1va9pRWLfQ1+PnJh7s4P5ZGFOBsb5SWFcVAibzK1y7PMpNV6W3w8f5DzZs69/KDhM/no6Oj444m+aVOI+Vopx4L+JuNWqvIV2sbqdVtpBa+enGWoEeufB9mMgqvjqT48NGWDZ3rvaBQKDh7jm8G1utdrHfkWGuatlQq0d/fTzwer6RRV1JP4V4ZORYKBfr7+2lra6O7u/uuPfWX91XLvZLl9FU8Hr+nU082E6H3xH2r9tApuskfvTxOTtEJeWTeGM+QLur8xEOddbnW1Zrky04jY2NjWJZVEcqlTiNvZTYrONXaRspuI7du3arM5i1f63qIWj0q3rcLp5XjPmdpGnWt3sV7ETmWvQ8PHjxYsffZ7nNbeqzZ2Vlu3rzJ4cOHK8O27waqqtLf3084HObMmTMAFZ/FcvqqvMjEYrG7tqBvx4PBbFYhXdQrabL2iMSthQJ51dhwOriWFPRKpxFd10kmk1t2GqmFkmbwyrTOlZfG2d3k55FdsZocQyZSJb5wbpL5nMrBliAfO9m2rVmBevViruY2Ur6vlrqNrHatnzzazO89P4pmmOiG3RpydkkF7E5Oq+bzeSeter+ykd7FuymOpmly8+ZNstls1TRqtWPVc8/RNE2uX79OLpe7696L6XSaS5cuVYall6P5laPYUqkUyWSS4eFhRFGsTJ+p94JeC7ppbdpuyiWJmJZVETbdtP9/q4MJakWWZZqamioTlcpOI2UHDL/fv2wYwWavrW5a/PZ3R3htwqBFSfPirQTjyRI/dLp9zd/LlHR+49tDqIaJ3y3x3FCCnKrz84/3buo8amG77KpWuo0oikIikWB8fJxcLldpG1laSPXEvga8bokXBpMEPBIfPtqyLC2/k9OqTivHfcpGR8BtR0FOteMVi0X6+/tpbGys2fuwnnuOuq4zMzNDT08PJ0+evKtp1LGxMSYmJjhx4sSaVW6SJN1RrVleZMoL+lJLo+0ikVf54oUZpjIlYn4XH32glbYqDf5r0RJy80BHmNfHMsgiGKbFew42Laue3Ahb/bzKTiOtra1YlkWhUCCZTDI4OEihUCAUClV1GlmP0USRofkCDV5oCLgxTItnBxM8eaxlzShwNFFkJqswl1PRDYuQV+LcaBpVN9edQrRZ7pbgeDyeqm4jSwupYrEYx1tjNAdbuDaTY3DethUrv/edPlvViRzvIzY7Am41Mdss1SLHcrrl0KFDlbTXZo+1Gebn57l27RrhcJhdu3Zt+Xi1YhgGly9fXrNvci3cbvcdC3oikWBgYIBSqUQ4fNs6ql4FKIZp8ZevT5Et6XREvGSKGn/+2iQ/+7aedVN+hmkxl7MtqpqCHr7veCsHWoMkCxqtYc+q9lLVSBc1CqpBzO+qe+uMIAgEAgECgQCdnZ1YllUZRnDlyhVUTcMfjNDaZF/btfa+yudWFm9BsP/beuecLemMJGwHE79bIlPSKWkmsrR9D233IhoTBAGP10drm++OtpEvvnCFv7xaQBAlZFnmm60hfvUD+3HL9RtBuR2USqUd4YriiGMNbMV3UZKkdZvjN8JSQTNNkxs3bpDP5zeVxtyqOFqWxeDgIMlkksOHDzMxMbHpY22UfD5Pf3//qn2TpmVxfjTNzfkCQbfEw7tiNKxhwrt0QS+X25cHTy8tQInH45sqiigv5jlFJ1HQaFtMcYV9LqYzCsmCtqY4KrrJ51+dYGA+Dxb0Nfr5kTMdm5pS89xggm9cmUMQ7Orch6IG9Xykmc+pfO3KLMm8xuH2EE/sbaikt61QM597cZTEUBG/OMo7227R6JeWFfcsvbZdMR9tYQ9XUxa+kk5G0TnVtX6TvCwJBDwyqm6iGQYCEPRImBZsMpO9Lndr/uvgXJ4/fHGM+byKadkPApIo8D2HmvjEmY5K28hzz6dobXDhEiwUReHS2AJf+PYrPNgbI5/P37MZxrWwE4TbEcc1WK13cSNsx56jpmmVNGpzczP79+/f1E25lRtZURQuXrxIJBLh9OnTd/Vmm5mZYWBggCNHjhCJVO/9e+lWiucGE8T8LuayKqPJIj/2YGfNxSrlCsFyQVG5AGVpUUR5v3K9hvmlP/O5JCTBFjuPLKKbFqZl4XOtvRi8OJTk5lyejkX/xlvzBZ4bTPDuAxubaTqVLvG1y3M0h1y4JJFUQeObt0o8eLQ+i3q2pPOb/3iLvGJPGrp5YZpsSecjD7SSV3R+//lRXJJIb1OYZEHjlZzIPz/bQzaduuPalp1G/uk7+vidv5/DE/HwtqY47zvYtO53N+pz0RX1IomgGfbebsgrs42B47btOS5lIa/yH54aBCBT1Lm1UKAh6GZPY4CvXp6lOeSpzLktaCYRr4wkCrhcLgqWQldvJ83NcmX+riAIyyph73UF604SbEccV2FlGnWzQrIde46ZTIaJiYkNp1HrRbl5eanF1d2YbFMuOKql4Of1sTStITcuWSLogcl0kYlUif0tm9voX1mAUnbDWNkwv17LiFsW+eCRFr7cb7eaWBa8Y1/DqvZQZWayCgG3VPkeBtwS05mNj31LFjREgUrhTsQnMz5joZv1+eyGFgpkSnplD9Xvlnh2MMH3HmthIa+hGRbxgL3sxPwuptMKRZ1lBSfVnEbe1mpx8mRbzU4je5r8vG1PnOcHE7hlEUkQ+MmHu7Y1srsbqcqh+QKKZtAU8jCZKuFxiWRKOoIAPlni4mS2Io4P9kZ5diBB3O+ipJvIksjBthCxsBefz8eBAweQJKkyUnC72kY2w04Y+OCIYxW2kkZdST0jR9M0mZycpFAo8OCDD97ValCwHxiGh4eZnZ3l5MmTyxaqekfIK1EUhf7+fmKxWE0FPy5RwDAtyjuFlkVN5f/rYVoWCzkV0xJobm2ruGGsbBmJRCLE4/GqrSyH24Ik8nGuzeZpDrprMrbtjHp5YyJDxCcjADnFoCu28ak18YAbCyqFKcmCRoOvflWu0oprbFhW5b8FPRImtwd3lzQDUeSOFGk1p5ELFy5syGlEEAR+9GwHj+yKkVN0OqM+GoPbe79sd1q1pBn8/aVZrs8WGEmU8LpEDNNCEkWExWxEU+j2e/zJhzpxiQKvj6VpDLj5yYc7K4PrywU5K0cKapq2LEPicrm2rUWnGnfbmmwtHHFcQq29ixuhXpFjuam+vJ9wt4VR0zQuXryIz+fjzJkzd1yb7Ywcy5Hq/v37K71f6/HYnjh/f2kWr2qg6hZNIQ/dWzSl1U2Lr16c4cZsHgFoCXv42Am7d67cMN/T04NhGJWn8eHhYRRFoVgs4nK5CIVCPDuY5JmbCwQ9EvNZlfm8yo8/2LmmQJ3tjTKZLnFhIgvAsY4wj+zaeNagNezhyaPNfPXSLBYQ8bp4W+/qkW5JM1jIa3hd4pp7tmX2NPlpC9tRjVsWKWkmH32gBUEQiAfcPHmkha9cnMFe/wQ+ebodr2v1/cPy6DW3280DDzxQ1Wlk6YPI0qIsQRA2VKS0VdaKHBfyKtdn8rhlgSNtoTXf82p8/rVJbszmaQjIJIs6hYKOJIo0+FzM5zRawh6eXJyAA+B1SXz60e4NnavL5bqjbaTcorNa20g9KRaLO2KuKjjiWKHcu/jaa6/xwAMP1K06sR4R1fT0NIODgxw+fBjDMJibm6vLudVKOp3m8uXL7N69m5aWlqqvqXfkWBba0dFRpqam7ohU1+NwW4iAW2I0WcTvljjcFtp0m0OZS5NZrs/k6Ih6EQSByXSJ54cSvGfFvp8kSZUUK8DNmzcBmJycJJ3J8HeD0Bb1E3QFiPndTKZLjCVL7GpcfVFwSSIfO9HG+w412/2bXnnTC9PZ3hhH2sMUVIOIT+bq5UtVjzWTUfjDl8bIKbZH4dv3NvDE3jjjKQXLsuiIeu9Y5L0uiV94oo/nBhOkixp7mwM80BGu/PzxvQ3sawmSLmo0BNw1RXNLH7rWchoppwWXRjp3My242p7jaKLIf/zWIEXNvj86o17+xXt2b3ggwfmxNDG/i5aQm2RBYz6v8oFDzTy0+JB0oCVYOeZUusRMVqEh4K460LzW/dGVLTor20aWDqvfSj9rmZ0yHQcccQSW9y5CfTeFt+LKYZom165dQ1EUzp49i8vlIpVK3TVLp6U9hMePH1/zia6ekaMgCBV7K1mWN23G3BP30buKm3qqoHF9NgcW7GkO1BQVJfIqXtftfb+wV2Yut/6+nyzLBINBmpqa0A2Tb85dRxB0Fhbm0TSdrCGTSHjpirjWfCgTBKHqwOvNsHSG7Gqf29+8MYWqm7SGPRimxVNX53htNEWuZIAAjQE3n360+45z8rsl3ruG+XFr2LMh0+i1Jvis5jQyOTlJNpvd9khnKatFY391fgrDtCrveTRZrPpQtR4xv4uJVAmP7CLmd6EaFofbQ5xckZZ/5uYC//vFscU+ZosfOt3OBw43b/6NLbKW20i5/Wml28hGccRxh1Ctd/FuNe2vRzmN2traysGDBys39Xbv7ZXRdZ3Lly9XxGm9HsJ6762++uqr9PT00NHRUZdjLiWRV/nCuSlU3R4U/8pIih861U5TaO2buSXs4ZWRFKZpu2SkihoHWzdW4CNLIo/tbeK5wQSRaIC8YtApmQQFe/Td0pml0Wj0rkU+1URjKq1UIjtJFEgUNDKKzpE2OxKczpR4+vo8H3mgdVvPbSMOK2WnkXKGo1gs3jWnkdVGsqUK2rIIWxYFMkV9w8f/8Qc7+fffGGQuZz/I72sO8FDf8tR6XtH53EvjRLwu3LKIbpj8xblJzvZE677nWs1tZOXe+9L94VqyceUCrJ3AW1YcVxsBdzea9tdjenqaoaEhDh8+fEerwt0Qx2w2y8WLF+nt7aW9fe0xXWXqFTlOT09TKBQ4ffr0lipx1zqfS5NZdNOsVFTO51ReH0vzvkNrP10fbA0yk1E4N5rGAvY1BXmod+Pn+MS+BsJemVsLBaI+Fw/vilVaTFbOLHW5XDW3jGyW1a5Td9zHeLJIU8iDZpiUNJM2/+0HCL9bZj6//UbJW/FyvJtOI6tFjie7IvzdpRnckj3mz7AsDm2iP3V3U4Bf/9793JzL45ZFHugI37FPnVUMLKzKJBxZEhEFgXRR2/aCJFEUl41rrDasfr22kZ0yOg7eouKo6/qqvYvb4aJR6/EMw6jctGfOnKl6s9ZbvMsj5Mo39cTEBCMjIxw7dmxDX9KtimN5oEF51Nh23iCKYSEv/cxFAa2GVgZREHjn/kYe6othWRb+Ja0VG0EUBE73RDm9ZBB0mXq1jNSDj51o449eGmMqoyBg8b6DjVyaymEsRs6ZosajmygK2ij1MjrebqeR1fbxPnS0mZJm8NxQArck8pMPdW0441CmKeRZM8MR97sIeVykixoRn4ucouOWhDvszu4G1YbVl6/3rVu3EAThjuEPm02rfv3rX+cXf/EXMQyDT3/60/zyL//ysp8LgvCzwGcAA8gB/8SyrCtrHfMtJY619C7eK3Pi8sSXjo4OurpW78fajqEC5Srdq1evYhjGprwXt7J4le21Ghsb2b9/P6+99tq29kwebA1wcSJNumhXJecVnZjPxZWpLDG/a905p5v1TNwMK9sa1moZ2WwD92riE/O7+OwTfWRLOh5ZxOsS+da1ef7x5gIAD/XFeGzP6q4v9aJe4riSaot3KpXatNPIqhWgksgnznTwiTP13yJYiVsW+aV37+K/PD3EbFYh5JX5xXfsWjb84l412q/VNvL5z3+ev/7rv2bfvn0EAgF0Xa/5+2wYBp/5zGd46qmn6Ozs5MyZMzz55JMcOnRo6cs+b1nW/wAQBOFJ4DeA9695vpt5k/cjtfYu3gtxnJycZHh4mCNHjhAOh9d8bb3FURAEcrkcV65cobOzk87O+vgB1koikeDq1ascOHCgctNs90CBzqiP7z/RzivDKcAi5LFdG0QETOC9Bxpr6j2slXpdz6WRT7WWkdUqNU3L4vnBJC8PJ3HLIu890MiB1trSerIoEPPfzmC892AT79hnf053ywFku8RxJSutojbqNLJTevS64z5+4/sPUdRMfC6x6nnuhPFsS9tG9u/fz4c+9CF+8zd/k/Pnz3Pq1Cl6enp417vexZNPPklfX9+qx3nllVfYs2dPZa7zD/3QD/HlL395mThalpVZ8isBYN0F5k0vjitHwK33pdhKdWk11rpZytGarus1R2v1Fsdy/+LRo0dXHcW2HSwdKHDq1KllxRF3Y9pO2Uh4Kl3i3339JiICYZ9MT9zH0zfmOVSH1o+NMJdVuDmXRxJFDrYGa6pKXdkyUq1SMx6PczMj8fXrKRpDbvKKwR+9PMHPva2n0ve5nvjkFZ3pjIJbFumIeu+aKJa5W+K4krWcRorF4rLiHo/Hc1fGx9WKIAirZjgMw9gx57mUnp4e9u/fz4kTJ/jZn/1ZhoaGePrppxkaGlpTHCcmJujq6qr8e2dnJy+//PIdrxME4TPA/wm4gXeudz5vanG0LAtN0zAMo+ZJN/Xe01uNXC7HxYsXNxyt1Uscy96Lqqpy+vTpu2oRo+s6Fy9exOv1Vh0oUE+fyZUUVINEQSXkkQl7Zb7SP81sRiUedDOeKpFVDDqinsrs07vBZLrEn7w8jmlZGBa8dCvJTzzUScS3sQKRpZWa5Z60RCLBdy6PohY18qY9NkxA4MZsrqahCDMZhT94YZSCamJicaw9zMdPtiFt1/TuKtwrcVzKek4juq5jmiZer5dgMHjPZ5SuxU42Oi4UCjQ3NyMIArt372b37t11O7ZlWb8N/LYgCJ8E/m/gx9d6/c79BLfIRn0Xy9Q7rVqNctHL0aNHNyxK9RCOpUPLV04V2W7KlbB9fX20tbVVfc12RY7DCwX+5JUJVN1+uHjnvgZmcxqxgAvDNAl5ZabSJfa3BAh61r8mY8kiF8YzyJLAqa7Iuq0gq/H8QAKXJBAP2L8/mVa4OJnlsd2b389b2pPW22kxniwSkG3BXFgoMHorw4CcJh6Pr3mtv9w/g2FatEXsyOiN8TRHO0KbcgPZLDtBHFciCMIdRtr9/f3k83neeOONqsUmq2FZFi8Pp7i1UKAl5OFte+LbGp3vlLRqNTZTkNPR0cHY2Fjl38fHx9drAfsC8LvrHfdNJ46b9V0sU2+LqaUYhsGVK1ewLGtTRS/1YG5ujhs3blSGll+4cOGuDRUo762uVwlbTxPmMoZp8flXJ3BLAnG/3Zrw9atzuCWBo+0hbs7lyZZ0gh6ZDx1pXncO6/BCgT94YQxJBNOCV0fS/Oxj3RWBnMsqFDWzUj6/lgAphj0UuowkUhHwevCeA438/gtjLBQtLMvL3u4QH324A72YY35+vvLAUk7RBoPBihjN59VKMYcgCEiiQK608R69rbBT9vLWQpIkXC4X3d3dBAKBO2aUrnQaWfp+/uLcJP9weQ5ZEtANi/PjGf6Pd/RtW3T+ZjM6PnPmDDdv3uTWrVt0dHTwhS98gc9//vPLXiMIwl7Lsm4u/usHgZt3HGgFbypxXK13cSNIkoSiKHU/t3Iatauri46Ojrt+s5umycDAAJlMZpmjxd3omyxP+lFVtaaHgu2IHEuaQUE1aVu0fHJJIm5JZE+zn9FEka6oj5JmcrQjRHeVcVsreW4wgUcWiQfs1Od0RuHcWJr3H2rmm1fn+O5AAkkAj0viPZ0C3Wsc8oGOMF+8MIMogGla6Aabdg+pRlfMx2cf72FgvoAsChxqDRLwyBDw0tjYSDabZf/+/aTT6YoTRtlNvjfi4vJskbawB82wMC1oXaeat97spL28tVh6nitnlJZKJZLJ5DKnkVgshjcY4RtX52kOuZFE+3t/aTLLaLJI3yrTnbbKTo8cN9rGJcsyv/Vbv8X73vc+DMPgU5/6FIcPH+ZXf/VXOX36NE8++STAZwVBeDegAUnWSanCm0gcy0U3G02jrmQ70qqqak8/2UwatR6USqVKZHDq1Kll12a7xbFUKnHhwgVaWlqWTfpZi3qIY3n+bCwWQ5IkfG6JsE8mVdSI+lyUNANBgA8faWEyXWImq9IYdHOkrTbnAcO0WLq+iALohsVoosgzNxdoC3uRRLv5+ms3s/xM4+o3/L6WIPubs1yczNEUcvPJM+10RKsLUE7RGZjLY5gWuxoDyypJ12Kt/jjLsvB6vfj9ftra2pY1y++SEwyUilzPyPi8Hj5yooOeLQ5w3yhrpVUzJR3NMIn5XXVxXdkKa4mO1+ulra2tcn3LY9eu3xggk83iMV14PB7cbjeiYHtQbhc7tSAHNj8+7gMf+AAf+MAHlv23X/u1X6v8s2VZv7jRY9734rjVNOpK6lmQU54Papomp06d2vam7WosLCxw7dq1Za0SS9nO4pfy396o7+RWxHEyVeDLL1xG03WOtvqxbg6R1kVi0SgfPhDhy1fTTGcUJFHgB062Ew+4iQfcHKnh2NdncvzBC6NkSjq7GnxkChpYdquEYcLxrjCpgo4oCpWUWNgrczNhrPp+VN3kD18cYzRZRBJgNquQXSVtmS5q/MGLY6QKdtrf55L4qUe6aN7kXudqrGyWP31cZy6RIptOkUkOc+7cSCUFezeGe1cTR9Oy+Ns3pvnuzQUQYFdDgJ9+tMuOiO8RtUZkS8eudXZ28mBykP7xNHpJYzKZJ+wWUBcmWJAatqUmYCcX5Gwmrbpd3NfiWE/fxTL1ihzL+zg9PT0oinLX06iWZTE0NMTCwsIdrRJLqff+XlkEyn/79OnTG34o2Kw43ppJ8et/9wZen59AIMTwsEFzqBEBk+JIkcBIioejGu7GIO1NcVobah+nNZYo8C++eBV10YtwYK7AY7tidETtCPFtexrojPqQRQXLuu2XOJtXaQ+vHt0NzOUZSxbpXIwUi6rBV/pnELAtsnrivooR8rnRNNmi7U0IMJdT+O5Ago+dqF7YtBHW+n7KskxbcyNtzXb/32otI7FYDL/fX/fvejVxPD+W5unr87RFvIgCDM7n+VL/DD+8pNFeM0wKqkHAIyPfherazeyNCoLAZ5/o46/OT3FjJsfxiJcfPNGCqBW2zWmkFhEfSxb5q9enyJR0Hu6L8t6DTXdlDXPGx22Rcu/i1NQUmUyG3bt31+2D26o4WpbF+Pg44+PjlcKTmZmZu9IeUkZVVS5evEgwGOT06dNr3gj1TKsKgoCqqly+fJlAILDu317rOBsRR9O0+Fb/CH/ywhCK6ONUYxSvLHB+NEVWMXjnvgYgwGS6RKQ3zu6IuKwEPxqNVvUDXMpzQ0mKmlGJ0jyyyPmJLP/mQ/uXva417OGjx1v5Sv8MhmXREvLwRPvq4qibKxZ+QaB/Ik2ioJIr6QQ8Mv/0Hb1MpRWeublAIq/RHPIgiQJuSaSo1v69siyLREFD0U0aA+7K/M2NPois1jIyNDREsVgkFApVxLIevqPVxHE0UUQ1THKKTsgjE/G5GF4oVH5+czbHH740TkkzCXokPv1I95b9PGs5z80K10O9UR7fE6cn7ltMD/vucBqZmpri+vXreDyeyvXdzLzd9QpyZrMKv/rVG5UHwavTOUq6yfce294B8+CI45ZY2rsoimIlnVovtjIEoOxkIUnSMieL7Zhqs9rTXyqV4vLly+zdu7dSDLAW9XbTeO2119i9ezetrZu/kTYijpZl8RfPXuIbVxcQvEHSOY3XRpKc6YmimeBbcolckkheMQiFIsumzKRSKebmF/jSyzcYyws0RYK8/2g7u1pjle+WIAjLZmpYlsVqy+DJrghH20OUNJOAR2J8SZk52FGlYVn4XBLdMR8eWSSR1/C5RK7P5jEtGE2UkESB6YzK//nXV9jVFMAyYWDerqr1uUUW8hrvOdCItriIrXedvnF1jucGkggCRHwufuKhzi0Po17aMtLZ2VnVjDgajaK5grw0oVLQTI51hHl0d6zmPcKV4lhQDZ4dSHBztsCYq0TII9MS9rCnxx5ikVd0/veLY7glkWjYQ6ak87+eH+Vffc/eygPBdrCZlpPZrMJ//NYgwwtFZrMqUZ/MTz3SxYeOtlSuTy1OI+XIshankfUix/NjaQrq7QdBtyTytctzd0UcVVW960buq3FfiePK3kVZltH1+paVbzZyzGQyXLp0qaqTRb2n7pQFbekX3LIsRkZGmJ6e5sSJEzW7addrz3F8fJxCocDZs2e3PGmn1nPSdZ1Lly7x0miBw33tlHSTdClFpqQzmijikQWiPheGaWGYFtmSjigILOTVin+jJEk0NDRwYd5iWhRoahRIZgv8/jMDvLvDpK0hTDwe57HeEH/9uu3f6BIFFN3kk2dX76VySeIdgmVZFs8MJHhhKElJ0/HIEsc7Qzy6K8alyQy6CQdaAnznhkJjwIUkCoiCxUiixLHOMA0BNx5Z4LmhJFGfi74GHzfn8nzpwjQfP3mne0q5f+65wQTJgsZcXuVoWwhJFJjPaXzpwnTFKb6WRX0uq3BtJo8owJH2UNUhBdXMiIen5vm9Z8fQFBWPS+TK2DzpXAsffKC24RcrRefb1+dRdJOGgItEQaOoKkR9Mt+3aJ2VKGioukXMby9vYa/MdEYhXdQ23YtaKxsVx8+/NslESmEhr+JziaRLOn/yygRhr8wT+xqr/s5WnUYMw1jTgUQU79zfvZtTkXZKsdB9IY5LR8AtLbqRZbnu6cqNiuNSQ+AHHnigaqXVdttgaZrGpUuX8Hg8GzYG3uqe49KB5dFoFJ9v66mrWiLH8qD27u5uGuJZLOxo6GR3lIsTaVojHj50qINUyeDCRJZUXmUspTCXm8bE4nuPtvK2JUOzL0xkaQl7cEkiQb+XyVSJ1t3NdAbt+a+JyUl+ar/JP05JqLh4Yn8TH97gk/S1mRzfHVgg6pW5NFEgVdR4ZiCBAOxu9PNwX4xHdkV5+voCumliIaDoFm5JZDajkCzoyAIE3BKP7IoR8EiYlsW5sQzfe6z1jqjowkSWr1ycoSnoRjMtxhIl2sNemkNuIj6JqUztLUuT6RK/++wIqm5iAd+5scBn3t67brWsLMukLC9ef4hd7R57Hmwuz3euTNKkTBIIBCrFPatFPSvFcSpdYjJdoqTZ+7qaYdIV81bEujx6r7zvW9IMJFEgWCej6HoyliiSK+kICMiSgGgISILA+fHMquK4lM04jaxXkHOmO8rfnJ9mLqcgi/b1/eRj3fV821XZacMedt63ZQVr9S5uR9vFRoSsHLm4XK41DYG3UxzLEetaE2dqPdZGKRsyt7e309XVxeuvv16XCHk9cZydnWVgYKAyqP3dpQX+9vwkfreEqluc6Azz6O44WcWgJ+7nbE+UX/vaTVrDboIeGc0w+crFafa3BJbsIQpohkXZk3Yhr/K1y3M0htyc6W7g5MledF3nTCpFIpEglRrn4sW5ysK+XiGKZVlMpEv4XBITaQXdsm2fFNUg7nehaAbnxzPsbgrwvkNNfOfGAm5ZtKOjvMq5sQySIKCbJlGfjNclLB4XBKDan74ylSXkkfG6JKI+F5Joj4NrDrlJFHT6Gmp/kPnOjQUECzoWexyn0govDyd5/zoemGAPL7cWc9KSJOH1BfD7g5w9u4t8Pk8ikVgW9ZT308r9sCsXTY8kkirqNARcCItehZOZ276SEZ+LHzjVzl+em6xclx99sBOfa2dVaL48nOLGbJ7pbAnTBEGwxV2SBCKbFPJanEbKe6OriVHU7+LffXg/X7s8S1bROdMT5UwVe7XtYCcJ5I4Wx/VGwG2XONaS0kun01y+fLkmUdqOtKphGIyNjTE+Pr5qxFrrsTZzbuVJO4cPHyYajW7pWCtZTRwty2JwcJBUKsXp06crexMP74oT8spcn8mRzKt869o8T12bRxKhr8HPD55up7hiAICAQLqoV8TxXfsa+Mvz07gkgUReJZFXOdgaRBDgG1fncMsCe5uDy1wbisVixZsun88TDoerFqKUv7dRv5uSZto9kgIUNHt+qySKmAh4ZZGpdImffVsPe5oC3JjNU9QMRhIlQl650vtWUA0mUgp+t0RRM3n3/oaqaa+AW0JZnLQT9cm0h72UdIOpjEJL0FNJQ9ZCUTNwSbfvP1kSKGq1fdb7moM0hzxMpEqVKTCfPNOxrKVhadSTSCQYGRmpjGBbed8fbAvSGHSTXyxG6oz5iPqWL2UP9kbZ0+QnVdBoCLiJ1tgPerdIFTT+6KUx9jUHEAW7OnQ+p9Id99EScvPBIy11+TvVnEauXr1KIpFgamqq4jSystK4MejmRx/srMs51MpO67/ckeJYa+/i3ZiDWu3cRkdHmZycrFmUtqMg59q1a7jd7jUj1loQRXFD4/Isy2JgYIBUKrVs0k75vOqxf1kt1atpGv39/YRCIU6ePMlCXsMolmharNw82hGhtyHA//fLl0kU7IZ+VTeZSit8tX+GiM9FsqAR898eANCwON1mPFXkqesLqLqBrgu0h730NPgJLT69Bz0mN2fz7G1eXkXn8/nw+XwVr8VMJrOsEKVcJDGb05gvaXS0BNjd6OfCRIacYuCWBEBA0Q32hPwUNYOgR+JzL40zl1XY2xwg4JF5diBBY9AWccM0ubVQZCqjIIsCTx5t5r0Hm6pex8f2xLk6k2M8VQRLYG9zgB8524FHFon47D3N2azCZM4kW9Ir77caJzsj/PlMDlkUMC175N3RttqqCv1uiZ99rJtzY2nyisH+liC7Gu/cE18Z9ZRHsE1MTJDP58lms8RiMVr8IXY1+JElAVkQuDGXB+CN8TQPdIQrC3xDwF3ZW95pJBZ7VQNuCb9LIuSVKWkmuxr8/PJ79tC8TebEHo8Hn89Ha2sr4XD4jkrjlU4jd5NCobDph/ztYMeJ40Z6F+/G6LOlrNzbq1WU6iniuVyOhYUFuru72bt375aPtxFBK0/6CYfDnD59+o7Ppp7iuPQ45Z7R3bt309jUzJ+9Msa50TSCYHvX/fRjvQQ9MsmCiqZbuCUBQbCNX/OqjmZa/MCpdv7q3CRTGQWXKPAjZzuIB9wUVIO/OjeFxyWytzlIIq8yk1VoDd/e/1J1a12DY0EQ7ihESSaTPH9tnL/sTyKIIh5PgtO9MT779h5uzRc4P57ljfEMkmhHU8c7w7w0nELRTIJeiZeHU7SHvYiCQE7R8bslRhIlAA61htAMk+cGkzzYF6v0Pi6lIeDm5x/vZWg+DwjsafIvM7196uocX7syRyqp81JmgJ9+tJuWkJvpjILXJdEe8VQ+4xNdYTTT4vnBBJIo8L0PtLCnufaS+4BH5vE9dw6hWIvyCDbDMFBVlaamJpLJJKmZMR6N5nlhVqR/wcTnst/T514a58mjLbxz//p7dfeackp4JFFkKqvglkRckkCqqPHcUIKPHt967+pMRuEPXxxjPFWip8HHTz7URWPQXWnlWFlpXM1ppB5m2rWSz+drLiS8G+wYcVzpu1hLU//dzE2X06i7du3acJtCvUS8PLi7oaGhkibZKrWeWzqd5tKlS2u2iGxHWnVqaopbt25VekZfGkrwynCSjpgPARhJFPjapRk+fqqDsNeFzyUCAiXNRMBC1S06o172NPn5l+/bQ7Zki0zZjipV1NAMk4bFloZ4wE2mpCNLApMpW4ikRcPf8VSRjoi3pu9dOZ31/AsLtMSCeCT7+/zizRka9TkOtkX4xOEGfvbRDrKqPX4ukVe5PJ2jdTFqaIvYadb/4x09/M/nx0gWNEQBHuqL4ZIEXJJEqqgxmihVFUewi1OOd95ZPTyRKvG1K3M0hzyIRQGPLPI73x3G5xIpaRaGZfFwX4yPnWit3IsP9kZ5sDda8+c4nVH41rV5corOsY4QD/XV3r6xFMuykCSpspB3dHRw2DRpGZwh9eI4YVnDzCfxuNz83YUJHt+9/Qt5tXPcCBGfi08/0sW//uoNDNPCJQkcaA4hCHBjNr/q72mGfX+tVz2q6Cb/6VuDpEs6Ya/Mjdk8v/H0EL/2of2rtnJUcxpJp9PMLSQ4f20In0ukvSlek9PIZthJPY6wQ8RxZRp1p2zIwvIWiePHj2/qyWarkaNpmly9ehVN0zh79iwDAwN1i5jXE7SlQw3WaxGpd1r12rVrFIvFZcPKp9IlPC6pssiGvS5Gk0XALiT44bNd/MGLIwzPFSjpBm/bHeOnHulGFAREgTuqK/0uCRPQF50xSppB0CPzw6fbmcqozGYVXhlJ8dS1eQwLDjQHEAS4OVegOeTmw0daVt3PMix7fzAk2VsDgWCQqOVm194O2sP2eL2y1U4sFqMkBjAMq7LHrpsWgijw+N5G3r6viaJq8NvfHa64YliW/Vq/e+OLVLqoIQpCZXJMwC3x7M0F/G4Jr1uiK+blucEFjnWENjUEPVnQ+N1nR9ANE69L4m/emKakmZuK6qoVaYiiSCAQJBAI0BL1YpomhUKJTLrA66+/jsvlquoysl1sppDkRFeEH3+ok7+9ME1HxIMsicxmVNqrDHbXTYs/e2WC79xcQMB2WvnBU+2rOndMZxSSRZ2mxYe+xoCbmYzCQk6teXycJEkokp/fvTBFIu/GtCw+bBoc19Z3GtkM5YH3O4V7Lo7bMQJuq5QX53I1qs/n23CLxFI2uq+3lHJFaFtbG93d3ZU92LshjoZhcPnyZQRBqCmNXE8j5rL9zP79+5d9J9qjXkqagWlZCECmqHGsPVz5+eneGHtbgiTzCgHZIuKvvm+iGSZzWZVXRlJohsUb4xlaw26SBZ3eBh/nxjI83BfjpVtJu+JTFrkwnuabV2cJuGWOtoeYSBUZWSjyz9+9C2+VSkhZFDjYGuT88BxNAYFsSceyLK5MZ7k0BYfbGjh1aheKovDGrVnG56aRijkupwR8Xg+y7OL7TnRUooSQV+YHTrbzP54dYSqtYFoW+1uC63or3pzN89yg3TLy+N4GdjX6aQ55ELDdShTD4vxYmoxiEPbJGKbF9Zk8rYsN9KZl8cJQkv6JDKmiXeDSGfXytj0NlbaJlQzO5ykoOh2LDiduWeT5wcSmxbHavdfX4CPqdzGTUfC5JdKawAdO9HD2aAuKopBIJJa5YJQX8nq0G61ks7ZaHzzSzI3ZPANzeQQB2iJevvfYncU437w6x7dvzNMSdGNhF4m1hD28a5Xr6ZVFTMvCNC1EUcAw7YdWr0vcUOHLf//HYVIFjcagG80w+bvrOc58aD9n9+9f1WkkHo9v6hqXj7FTuGfiuFrv4maPVe8pOeWm2j179lQmU2zleJsRjZmZGQYGBpZVhEL9R75VO1ahUODChQt0dnbS1dVV87G2GjmmUilGR0dpaWlh165dd/z8dE+Mwbk8r44ksRDY1Rjge1ZU9kV8LoLu6g8kpmXxjzcXeG4gwbVFATjWHkTEfjrPKQbDiRI35gq8PpoGARr9Mt+8Ost0RiVd0smWdEqawZ6mANMZhfFUiT1N9k1tC0uOZMFuOP/hM+3ksxkGkyqNbttV46/PTyOJ8OevTtDb6EfVTXQTumJe3BEPj0bdhEQVvZSnMHmTS8YcLY0NxGIxdjX6+aV372I0WcIri+xrCayZYrs5m+e3nhmuVJqeH8/wi+/oY1ejnx95sIP/8ewI1+YNTKGESxJIFnVaQm40A1JFnZaQh6euzvH1K3PkFJ2xZAmvS+JgS5AbM3l+9vGeqi0SoiAsHSiEaVqb9idc7f4OeGQ+83gP37w6T6qo8c59DRWDaI/Hc4cLRiKR4MaNGyiKUrVlZCtsdnSc1yXxS+/ZzWiiiLE4S7faFJ8rUzkCbqnSoO+V7bFuq4ljc8jNu/Y18q1r81iC3e7z4aPNRHyumgekW5bFSKJIc8iOPl2SiCAITKVL7Gr0r+o0cvPmTUql0obHCDoFOUuoRxq1LBT1mjJvWRaKonDjxo0NTZpZi432OZqmyY0bN8jn83dUhJaPV8/IcaWglQ1ajxw5sqFpN1udtlMeptDd3b3qgiWJAp8408n7D7dgmBbxgO2DV9IMXr6VZCGv0tvg52h79fTM5cksLwwmCbglfC6RZEFlOqOwq9HHX7w+zemeCO5FsZlI2y0Uzw0kmMooBFwiYGEYMJ/XsKw8omD/bbC/O1+/MseFiQxuWUDRTB7ui/GDx+x2hGs5D7/zzDBdMR8F1WAhn+faVI7GkMf+3ukmvXEf4xmVw21hRvMyYwYMTZq8XUhX2hvi8Th74nFCocAdU5Im0iXyikF7xGuf+2AClyRUqjbncyovDCXY1ejnWHuItpAbd6OA5gkxniqRLGikizolw+TBthBuWeTZwSQtYQ+jIyUagm7yioFLFkgUNEYTxapp1/3NARqDHiZTJVyyiKIZ/NDp6lN8rs/k7MXfI/FQX+yOyTtrPfzGA+6qx11KrS0j8XiccDi8KZHbikeiLApVq3eX0hRyc3kqS7lOTNHNimhVQxAEPnmmnSMdIeazKq1hD4cWq4s34h7SGvGQKmhEFidNWZZVdeTg0mvc1dVVdYzg0uKeauv1TnLkgHsojuVocauRRnk/rx7iWB7YbVkWR48erVvl1EbEsex/2NTUdEdKcenxtiOtWjZEzmazVUV5PTY7bac8Zcc0Tc6cOcP09PSaaWhBECpOFWCnSP/kpTFGEgV8LonXRpJMp+O8c++dNlljqRJ+z+09S69LJFHQaYuYCIC05HoXVQPTtGgKuplMlyjqBgK3G9oRBFyyQGZxDzBR0Lg4maEzald5GqbFqyMpuva6CXhkFM2oPPkXNcNu6rfsnkef2x5Nt6cpQLKocWkyy64mu+9sNqsyogX40Ok9aJpGIpGoOGL4fL7K0/lXr6V45mZicSi5wC880XfH+7ewowiA/okML9xKoasWjRENURTwuUTckoBuCqQLGv/+GwNohoHf7V9+jDWyBIpuu2H81COdXBjPklN0DrYGq4ro62MZ/uLcJF6XiG5YvD6W4Ree6F1WVVvvzNBqLSPT09PcuHGjMti7luEOZbbbQPgjx1q4MpVlLqeCZW8vfM86AxgEQeCBjvCqP6uFX3h7L7/+zUESeRXDgg8fbWFfc23ta0urt8szjMt9wdWcRjbj5fj1r3+dX/zFX8QwDD796U/zy7/8y8t+/hu/8Rv8/u//PlevXu0H5oBPWZY1Usux72nkWI80XL3aJJLJJFeuXGHv3r1MT0/X1eOw1rTq/Pw8169f5+DBg8Tj8VVftx3iqCgK/f39xGIxTp48uanFaDOfZ7FY5MKFC5UpO+VMwkaOM5UuMZIs0Lm4vxU1XbwwlOSxvgjeFcUqcb+LkmrSFvUQ9bkYTxbxyBLJgs57DzZydTpH1O+ioBkgQFPYQ3vYw0y2xFRGRVvcu/HJAvubfAiCSPlU7eb+25kQSbT/2Vh8wZH2EG5JIFFQ0RftlHY3+REFgUzJ3subzigEPRIBj1Q5TtAjMZuzJ8C4XK5ljhiFgm1t9O1z1/jS5QKtETd+t4+SKfFHL43xw2c6eGM8w3xOxcIWmkd3x5nLKvzvF8eJ+GQSmkJOtQU+7JXRTYsHe6P43TKKbjK8oDGTLhHxyYwnS4Q8Eppu0hrx0LvCrX54ocAfvWy7YciiwCfOtHOo9Xbqbz6n8pX+GeZyKgdaA1yZyhEPuCqtMuPJEtdn8pzqvp2x2O6pKeWWkXIV9tLev0KhUEkPxuPxVR8YN7vnWCsRn4t/88F9DMzmEQS7Z9WzjUPUy/Q2+PnPHz3IVEYh6JErldQbpTzDuJrTyO/8zu/wzDPP0NXVxb59+2r+vA3D4DOf+QxPPfUUnZ2dnDlzhieffJJDhw5VXnPixAlee+01/H7/MUEQfg74f4AfrOWc73lBzlbZ6vBxy7K4desWc3NznDx5Ep/Px9zc3LYMCl/rHMqN9bX4H9ZzHJ0gCJRKJV577TX27dtHU1P1hvJa2Khor2aGvFFxtEeo3b6Z7PvKotoRTnRFGJzLM5IsEQ+4aAq5edueOM1BD/0TGQbm8sxkFE50hjncFuKZgQSyJBL2ukkWDFyiBVgEPDIGAiG3VHmSjvldNARcvDCUYC5ri9Fju+IEXHaGpDvu55ffu4fPvTRGqqjTHfdiLBZNuCSRtoiXfc0BDrQG+fuLs5VJOqmCxsnuO9PbgiAQCAQIBAJMmyFik2MEvAJKSUEplbiZAPGgi58608Qb0wqiKPDY7ji9DfYgAs0w6WsMoBYLpBSdnGKyp8nHfF5jPq/S7ZbxyCJRv4tPnGpjPFUikdcIeCSawx4e6YstW6A1w+SPXx5HFgTawh6KmsHnX53kX75nNyGvTEE1+G/fuWW303gk/ur1KaYyChGvTFfMR0/chyBwx3fobo8UWznYu5wevHTpUmWG8Mr04Fbsqmo+L5fE0VUiwe0k4JHZ01RfqVjqNPIrv/IrfOQjH+E3fuM3+OY3v8mXvvQljh07xrve9S4+9KEPrbomvfLKK+zZs6dSm/BDP/RDfPnLX14mju94xzuW/spLwI/Ueo73vThuJXIsN7WHQiHOnDlT+XLXe/LOWscrR2zRaLRqY301tlL9uhTLspiamiKbzfLII49suYqvVlGzLIvh4WHm5uaqPgwIi/t4b4yl0U2TXY2BZWnUlbRFvLSG7f2tgEciXdQ43R2t+mTtkUV+8HQH05kSlmX7L0qiwF+cm2Qhr3G6J0q6qOGWJU52R5hIKwwtFEgWNDqiHg60BknkNYbmCzQG3PyTx7orTg+uxVaQy5M5TMuuEnzhVpLjjRH2NdrX9mhHmP/8/Yd5fSzNNy7PYgmgaCZ+j8xPP9JFxOeyF+SSzgtDicWiIz9v2716JgHs9yEggOQiHPFQEr0cb7enoRQT8+wXsgT8AdyKSKkkcnUqy+WpnF38odvi0xxys785SLqYZnA2T0vQTU613S/O9MZ4aJ2CmmxJp6iZtC1GFx5JZEpRGE0UaAl7uTSZIVnQaIt4mc8pdrtBQSNT1BhLlbg5l+dkZ/iOSUSWZVHUTBby6uKM2LsnlNV6/1KL83WHhoaQZbkyTWYnVNrfrxw8eJDu7m4+8YlP8OEPf5j+/n6+/e1vMzw8vKo4TkxMLCsW7Ozs5OWXX17rz/wU8LVaz+mep1W3ymaFLJFIcPXq1arRUr3FcbWIqpzK3WjEVo9ZrWXvyfJkl3qUt9cSOZbbYzwez6pmyIoBf/JGkgJFBMGu6PuFd+yiY0mje0E1uDGTQ9UN+hoD/PjD3Xz35jzzOZVHdzdwpieMtcpnKIvCsqb5bElnLqvSujh7Nb6Y3syrBh872cZkqoSmmySKGj6XRFMQCqqHt++NL2tlyJZ0nh9KEQ+4CHrsAc+pgs7zI/mKOJZ5YyxNU8iDr5JOLPIX5yZ4eSRFIqdzoDXAL717NwGPjM8lrnuvdMV8/MjZDv78tUlMy6I96uVTj/YQ87tobW2tVBPOzC3w7Vcv8+XLBRo8EmnNIK+BicGp7ggel8QDnWFeG00zlVHpa/DzU4901SRIQY8daeZVAxF4eSRFpqTxf/3dDWRRIOCRmEyViPpkJtMKqm7iEgWagm7SJR3DsDjSHlrWN2pZFs+NFHhhMo3bPUdbxMvPPdZzz2alrkwPlltGZmZmyGQyGIaxpXaG7aae20X1pjwEQBRFjh8/zvHjx+t2bEEQfgQ4Dby91t95y0WOlmUxNDTEwsICp06dqmqTU28XjZXnWI6cZmdnK6ncjbDVPcdcLsfFixfp7u6mqamJCxcubPpYS1kvcizbTPX09NzhebmU/sk8MzmdA132dZnPqfxd/zQ/+7hdYJJXdP7g+RHmcwoIAm5J5Cce7uYDR25PLjIMA63KZ5gp6Tx9fZ7JdInGoJt37W8k6JERhNuDAEzTTnW6JRFZFOiO+/jsE72L/YUlxpIl3LLIVy7O8LUrc3zPoSamMvZir+q3/6Yg2DX01S6JLIkUVIOSZjAwl+fGTJ6FvEJBtfeuJtL23tuff+pEzQ+RD/XFONUdoaSZBJfsWQKohsXXb2a5MqUyl/OAGw7E3CSyRZJZjamiSTafxytDSbN4fHeM/8+7d+F3r79EWJbFi7dSXJ7K0hJyM5IocmM2T07R6Yn7GUkUEbAHhM/lVF4ftx1GFN0k5JUJeGQsoCnovmOCzs25Ak/fytMe8xPweZlOK3z+tUl+/vGemq7JdlNuGfF6vczNzdHe3k4ymbyjZSQaja7poXi32EmuFyvZaEFOR0dHZYgG2J6yHR13eqx+61vfAvi/gLdbllWzT9tbShwVReHixYuV2aB3a6D5UjHTNI2LFy/i9/uXpXI3erzNnt/09DRDQ0MVuydd1+/KQIGVNlNrkddMJOG2ovhcIpni7X3lS5N2gUlnzC4GSRZUnr42x4893I1lWdyYyTGWzBOQobshgEeWCHtl5nMKv/vdYcaTCvGgi0xRI68Y/PCZDh7fE+fpGwuIgj1Y+2xPdFl00hBw88vv3cMrIyk+99IYHVF75ulYsshv/uMwT+yNo5sWpmWxkNdILg6WjvhcPNJz5w3/6K4Yf3luktfGMuQUu28yXbSHkftcErppMZ1R+M71BT54dP0+20xJJ5FXCXrkZaX28zmVgmpwfjzN5ans4rxUi6vTOdoiPtobY5QUlUc74gQlg5GFDHGXwbt2hUkvzCHF4+vugX/t8ixf7J/B77JdQGI+mZaQh8PtIRZyKnbQKVBUdfY0BkgUVB7dHeObV+fJLPaNiqJA2Cuzb0VF62xWQcCqTPKJ+V3cWiisez3uNuV2spXtDOWWkdHRUYBl3or3woFipzlfLGWj4+POnDnDzZs3KwNDvvCFL/D5z39+2WvOnz/Pz/zMzwA8aVnW7EbO5y2TVi0Xf+zfv3/duaTbtedYnk+61cECm4kcy72ThUKBM2fOVJ5i69FOU6ZaK0e52CidTi+zmVqL3Y0+vmHarRTyooXUI7tu77mVNHNZms8tiRQXew2fH1jgO9dnmZqZpX9Ox0KgI+LlVG+MGzN5Lk3bzhKuhEg84CKeKNES9rCrwc8PnmojUzQIeqWqs0ol0S77kUWxEuHkFQPDtAj7XKSLWsWSSrMsPJKIAHzlaoZrcyV+sqm1UpW5uynA6Z4ob0xm2NsUIF3SuDiRRVvsJStPNJnPq8xkbO9Ew4IzPZE7zu3WQsFOp5oWpgXvOtDAI30xvtw/w9evzCEKtv/i2d6I3bsW9tAR9TCZLqHqJpIIn3mir3Lcsrv80gHUK4tQ8orOfF4j4BbtGa1Bd2UYwXRGIeaXSRc0OxK3bDeRgfkCmm4S9MgcaQvx3gNN/OmrEwzOFWgNe3jyWAsPdCzvc4v5XZjW7YECmZJOV6y6KXIZVTf54oVpzo+lK1OF9jTV1pKxWaq1cqzWMlLuI95My0g9zrNePeH1ZqN9jrIs81u/9Vu8733vwzAMPvWpT3H48GF+9Vd/ldOnT/Pkk0/yS7/0S+RyOYC/Wry+o5ZlPVnT8Tf1LnYQkiStWa1a9gBMJpOrplGrHVNV1XVftxFUVeXKlSt1GSywUXEslUr09/fT2Nh4R+/kZnsTVzuvpZ/FUpupU6dOrXvz5xSd6XQJv1viA3v89GdMCqrJuw808a4Dt/dkdzcFePr6HNnFAeELeZUH+1pQdZOnr05TyswxmpcRJAEJi1RR5S/OTRKSQdUBScIjC6QLOuOpElG/zEtDSU73RHmyyuiupXRE7e+Popu4JYGCalS8BC9P5VB0i7aIh7jPxY25ArIkIoswktT4cv80nzh9O+3TEHTT4HfTHPIQ87u4OZunoJpkFR3Lsvda+ycyvHgrBVhYFvzpKxP0NfhoCbv54OFm9jQH+M/fGmIhrxLyyuxr9vPtawu4RZF/uDxLy6Kl10xG4ZWRNB88Yrcr9MT9PLG3gZ64j4mBy8sEt+wu7w8ESUlRMjkFw1SxFhYYGhpipiTwzTEBQXIhiCLzOZWQR6aoGciiiG6YTCZL3Jwv2OlpWUAzwS0JRHwu9jb7+dNXJ/i3H9zPv/7AvsrDWbXvx6HWIKfa3FxJ6ng0hbBH5pOn70ydLeWvz0/x3YEEjQE3E6kSn/3LS3RGfexr9vOTD3dVPDzrSS2tHLW2jGynXdSbKXIE+MAHPsAHPvCBZf/t137t1yr/vJhSBTi+0fO578VRlmUUpXoaeTOVoFDfyLFcgGIYxpa9F8tsRBzLhUcHDhyoFBEspZ5Pq0uFdqnNVC1R8kSqyO8+c4uSZlBSVPaETf7th45XmubBngP6lQvTXJrKoOkmJU0nKLn4nsMtPNQXZ3Rikvn5ebraWlDmE/hcIoaFPai8pODxyQQUnZJmksormBbE/RJNARmP28XrY2nO9ES4NpNjKq3QE/fxUF9sWZTaFfPxYw928oXXJtAMiwc6wximxXS6xEJexSVByCOjGnbLh4CFIIg0BiQG5pa7LextChDyupjLKsiS7SOZLGrkVIOoV+bRXTFmcipjySJneqJcm8kxmy0xn1PwyCLfuZFgb5OfK9M5Ij6ZXLrEXE7lSFuIiXQJURAq5767KUD/ZIbJVAkLONga5PG9DciiQGL4zu+AZVl86cI058czuCUR1TB5fE+cd5/ey//95au4ZQXJLFEsqKRz8FyygCSJGKbd72kJLKaHTYJuGZcsVnrzRAEKqslcVrGrbNf4DgqCwLt7PXzweAuy109LyI3XJVFQDYYXClyZzvLSrRSGafH4ngaePNbCqyMpmoNuEGA4UaSk2fvP12fz/OZ3bvGvP7hvXVeLjbKZVo5yy4gYbOCrF2dIjBbZm0rS651ctWVkq+zkyLFQKDiDx8tsZ1q13FC/miisRb0KcsoC0dvbS6FQqNuXshZxXFr0U2vEvFXKBTlla62yzVQt/MVrE1gWtEV8FErQP53mxmyOA6230yxfuTDNudEUrWE3Rc0krxj89Ns6aQq6K+P2nji+h9fHMoiCQF61HTZE0U6J+mUJyxKwMOx9MMvCKws8fXUGy7KIeCX+5zMqMwULr0vi+cEkwwuFimt9mQd7o5zujqAtOk5MpUtcnsqhGhaZokaioFPSDXTTwiOLxHwyRc0kGllekBHyyvzSu3fx5f5pnh9M0hrxcKQ9yMXJLIfaQvQ2+BmaL5AqaAzO5ZjOKIBQGZuXK+lcGM/ic4tY2P1oqYJGpqSzq9GPYVgUVB3fopg8uivOD5/pwCUJtEe8a1agzuVULk5m6Yp6K9N+XhhKcrIrQlGHtlgYy7JIFDRy8wu4JfCKBjoWswqEPZJ9XpZITtGJSS40w8TnEtEMEwuqjiEbSxYZSxbt1Gt7qJK+bgl7CAbt6HYhr/IfnxpkLFliOFEk6pM52BLkq5dm8MgCfreEYpiYlp1iLagmw4kibklkIlliKl2iO15f38DNTsiZz6n8+jcH7cpdSeD6vMEnT3fxjr3xqi0j5Ykym107t3uSz1bQNG3DU7m2k/s+clwpjqZpMjg4WHNDfS3H3AwTExOMjIxUBGJ4eHhLx1vKeuKo6zoXL17E6/VuuuhnMwiCwOzsLF6vd5nNVC3MZpWKnZRl2WPV0sXlvZwXJ9O0ht3IkogXO1V4eTxJKD9ONBrlxIkTHDEsGgIeiqrOpUlbJFXdojfuY19LgMlUifmcyuG2ECOpErMZhaaIl6Jm2mPbprK0ew0sXSLo8fD8wAIfOtJMxL/8ppVEAUmUUHUTQYDT3RHO9ET46/NTXJ/JkyqodPXFcIkCmZIdxX3kgTt9QBuDbt57sInZnG1VlFcMhhNFhuYKXJnOMbxgD6S+NpO3eycFkcagi5JmkCxoaKZF2CshC3Z7i2nBI30RXhtJMZ1VuDpjzyx9oCPMzzzWXXNK0TAtBOH2A2xZSGUR4gEXyYJGtqRzbSZHTrWI+mQCAQ9tYTeJoSSqYVIqlkAATRd5194Ig0mNuZyKZcEnTrXRtsKa6dWRFH/wwhgW9qDyMz0RPv1o9x0Vln9zfppEQUMQwCVCVtEZS9ni9/Wrc/zEQ138/vNjKLpBumgbG4S99sDtrGLw0nBqx4jjpckMecWgbbGNyCOLPHVtnncfaLqjZSSZTDI+Pk42m8Xv91f2KzdS7V6vUZtvBd5U4ljeW4vH4xtKo651zI2ydE7oRgWiVtbqcyxHq319fbS1bd1NvFYURWFgYACXy8Xx48c3fO33NAe4NpXFtCyuTWXIFTWeujLLvpYgsUVhCnldlDQTSzO5OJEmmVf5XGKeH36ol9N77CkZblng7fubeHRPnKsTKWayKvGAi/aIlxuzeQzLYn9zkMagm9/57jAXxjOUdJPGoIeOiJeJtEJzSwjTNCkVixSKBV499zrtDWEaGhqIx+OVYqa5rMLnXhqv7BG+Y18DP/VIN0XNwC3Z6cOxZInRyWliHoGe+J2L2FiyyLnRtC3SQTcBj8SR9hDfuDpHuqAji/b4uLxq4hLt1pKCajCf03BLtknxbE5lV6OPiM9FzO/iwmSOV4ZT+FwirWE3PrdMb4NvQ3ttjUE3TUE305kSYa+LVFFjV6OfiM/FTz3Sxe89O8KV6RxuWSDklckpOjnF7m8MeGREAXTLnprTE3XxSIPCA748hitAR3Oc3rblFcumZfHHL48T8cp4XRKWZXFuNM0T+woVcSwPVr8xm8PrksgpBtnFgqhMUSfglogVXJwfS/NL797FcKLA/3zeYCKlVIbDd0S9pIu2dZgFq5ova4bJ4FwBw7LY1eiv6jyy7Pw3ma60BfV2QZxpLZ/vW8bj8dDa2lrpWS2PDbx49TpPDRaYKEq0RPz82CO99DWtXtSyUyPHndh/+aYRx7m5OW7cuLGpNGq1Y26mSKXcx9fZ2UlnZ+cdAlGvHqPVIsdyOvPo0aN3dbp9KpXi8uXLtLW1oarqpt7jx0508Csjl3l1OIlbEtgbldFN+OvXJ/npx3oB+L4HWvnDF0e5PJlF0zUissaZfR28Nq1xIqvQFPIwl1W4NJnBMk12N3rZvyQt+1Df8uivI+JldtGxAGA0WaAt4mEmqxBwy2QNmbN723jno93kcjkWFhYYHx8H7JL8Lw9qlDSBtrAXw7T49vV59jQF6F4igt1xHy7FW7Vo7Op0lr+/NIssCKSLGs8OJDjWEUYzLPrifgbNAqZleyGKgj2o/PE9ca7P5hlL2rNOW8MeTNNe6L/3WAtFzeTZgQU8skjQI5NXDSKSwODc+u0PpmVXu8qigEsS+dGznTx1dY7prMrp7gjv3N+IINgp2X/x3j1M/tVlZElgcC6PZohohsV4usSHj7YQ9cncWiiwu9HPJ0532L2MK0axmaZZSRX6g6HFNhD7wUMQBETBfhCQFhfOP35lgucHE8xkVZJ5BZdkV1obFkhASTc50BLk0lSOx3bHmc9pyIKACLSFPcQDbrIljXRR5ef/4hKmBW/fE+cHTrVXWkXAjsB/4+khhheKiNiR8r987547jLKXstnxccfaQ0T8LmayCi5RQDFMfvzBtS3ilo4N/Pthk1uqQMgLI4kC//bL/fzkYQ+dzfZ1XdkyslPFscxO6sG87/ccRVEklUqhadqm06jVjrnRyHFl/2C1Y26XOJqmybVr11AUZdui1dUo20ydPHmSYrHIzMzMhn7fsixuLRT42sVpUgWVlpAbjywwV1Q47BEZTRQrr93bEuLnHu/j33zxPJEgHOrrxSXL5LQiWcUWn8+/Om5PWbUszo0m+cFTHRXxW3n937G/kZFkkam0XaSytynI9x5r4VvX55lIlXiwN8r7DzUhimJlhFhfXx+qqvLijSmeH5jGJ+rkIx7ioQCWKZAsanSzepprcDbHN6/NU9JNknmVvsYAPpdEQ9DNubE0QY/EO/Y1cGE8zeBCAQELVTNQDJO438UPnm7n2kyer16coWVx9N3wfAEE238xq+iEfS4siliW7aGYVfSqjhhLP4NvXZvjy/0zGCY81BflE6fbCXllPnqievbB7xLpa/DxzM0EoiBUhONAa5C2iIf37G/kPzw1yF+/McM3rs7zow928uEjzZXr2NHVzTevzPJ3F+ew9CQnYhpxQWBkrkRr1I9iCsiSQHfMy3jC4spMgWdvLtAS9tAYcPPGuMFURkEUBETBHtUnCmAsvudvXJnj2kyO3gY/Rc1kNFlEFAUONAe4Mp2neXHgwLevzxP1yXxgiSfo374xxXduLIBlR+2KYfLFN6b41CPdq15DTTfI5HXUZJG2iHeZ2K5F1O/iV967h29dmyen6JzsjnCis7b5qbpp8fpYmvawvS8c9vvsB7u2DsIBY1nLSPkhRNf1HZlW3YnndV9HjuU0KlBTq0CtbCStapom169fp1QqLesfXElZcOvx1La0KrRscdXS0sLBgwfv2pNXOX1sWRZnzpxBkiQURdlweuTZgQW+2j/NpcksummiGiYRn5t80R6ptr/lduSnaRqzt66yJ+7BG4rgkmUU3cBCIOpz8cZYGgFoXvRHnM0Y9E9kCLhjPHVtnvFUkZjfxfsONtEc8hD2yvzMYz1MpUtIolBZ1H7g5Nr+gBenCzw3rlK0ZKZzFlMlkwcEhUJJZXzgKv5CvGqV4WiiwH/5zi1msioCMJ1V0EyTBzqiuCSR7piXJ/Y2sL8lyKHWIP0TWS5MZNEwaQy4+Bfv3s3B1hBxv5t/vLHAQk4jXdSYziocawtxbTpHqqgR9cl0Rr2MJ0topsmuBj8/evbO9gfLslANi8GUwT8OTtEctMX2+cEEYa9cdY+0/Htf6Z8hVdRBsAtkmkIeTndHUHQTjyjwK1+5xuB8Ab9bYj6n8t//8RbzWYWPPNBKPODm29fneW4wRVMogKr7eL1g8KNva+Irb0xwdTqDXzT5/sMRtFzSnmda1GExmkSAo21B5nMqsiQgWwK6YaIbMLJQ4HB7mKGFAs0hDy5J5IHOMOdG0xRVe7/RLYu0L1bJhr0y/ZPZijiWNIO/uziLaVqEvHZ7Sj6lM5EqrXotBucL/PeXFlhQBHyeBfoa/PziO3oJeGpbXhuD63tSVkMS7B5fzbDbZSzLHkLh97hoaopXRlIWi0WGJ+f4/a9dYThRojUo8RMPC+zuaN62lpGNshm7qu3mvhXHpWnUGzdu1FUUahXHYrFIf38/LS0tHDhwYM1zKB+zHiOkyn+nPNhgPYurWthIVFvNZqp8Xhvqv9QMvnbZjoDGU0V0w2Q+t2i2q1u4RJGPLQpVLpezR8/19vF9HUG+enGayVQRWRL5yANtxANuTMti6VswTJhOl/jz1ybQDJPWkIdsSeeLF6b50bOd+N0SHlm8w3Ypp+i8dCtJVjE43Ba6w7/u9bE0wwtFQh4ZwzTJKQaX5nT+xbv38MSKKkOXy4UhyIguN9emE0xnFBoXoxbVMHl1JENfPIBq2M4cqm4yOJenI+rlP330INdm8pQ0g92NfqYyCr/37AimZfGRB1qYzSp87cocTUEXs3mV2UWxONoeIuZ30R7xcLwzwnsONN6xUI+nivzZK5Okihq3JnVCYavS3hDz28a6q4njeKrEU9fmuLVQYCGnohl2K8vzQwbHOyO8MprmylQOWbKHJSi6SbZk8rXLc0ykFX7msW4ujGdoCrnxyCIeWSRb0slp8CsfOgqwzCw3m82SSaoUi1Bwgcst0z+Zw7Igq5iUgzRRAEkS+fnHe/gfz41SVA2GswUG5wqkSjpuicVULDQGXDQGPRQ1s2IEDfbQBbckIIq24OYUnYJq8uJwiq9fmeX9SzwUrcV90i9emKn05x7t8DI0n+crF2eW9bRuB4Ig8PGTbfzZqxP2NbPsvtCVU4bcHi9fuFpiTPHg84mMFwx++4UZfvzAHIJlt4yUhxXcq+jNEccVbEbQTNPk5s2b5HK5iiFvvTdzaxHHcspipd3SatTTg9GyLBRFYXBwsC6p5HKxQy2fx2o2U7DxaTuqbmIt7nHtaQrQP5HBJdl2R/6Qwb/64H6ifjczMzMMDg6y98Ahvn4jw3hyEsOy6In7eagvxmS6RKak2b18ExkSeZW8qvPiYJKmkJvxVIm9TbYzfdjnYiajkCpqlWk1SymoBv/l6VvM5VRkEZ6+Ps+PP9TJ6e5o5TWGaZEpacQDbqJ+u1gl7nexpzm4bDC1ZVl88/I0X359FF1LkVUt8ppA1CPgcrmI+Fy4JBGvW6LJIzG8UOTzr00gCAINfheffrSbw2125Dwwm+OPXhon5HUhAF+/MsePPdjJ84NJsiWdqEfGwmI6rRD1u/iZt/Wg6naryUpKmsEfvjCGZlo0hdzcAkYSxcX2DpGCqtPbsHpqeDKtcH48Q1E10Be/0rppf443Z/O0hT3IkoCiGyzkzMWqV3t2qm6YfHcggd8jkyvpeGTbyeTiVJab8wW6Y9P89KPd7G8JVsxyU6kUZw4cwAxM8KX+eebyKgVdoMEvMp2z79OgR8Kw7DF/bREvHz/Ryv/9dzeYySrkFPs1mgGWZbeR3FooYli2f+VHjtkDJL5wbpIXhpJMZRRiXomxtIKmm3hdIrsbfPz5a5N0x3wcWvxMLk1meeZmAlkEj2RP8RmYK7CrKcD4KpHmdEYhW9JpDrmJ+Lb+oPz2vQ20hj0MLRSIeF2c6YnckdKdz6mMpYo0BVwUChpNITc5XaK5bw9dUU/lYe7WrVtIklSpgt1Ky8hG2cwAgO3mnkeOG/HuK0dqTU1NmzbkrfWcVsM0TQYGBshkMhVxroV6iWN5NqtlWWvOh90I5XNb61jr2UzBxiPHoEemO+5jLFGkIehmV2MARTP42PEW3JlxIj4XN2/eJJ1Oc+bMGZ4ZSDKWKtIR9WFZFudH03znxjwNATeGZdEYcNMYcHNzNs9Mtkh7xE1PQ4BMUWN4oUBbxEt72INhWasaxV6eyjKbVSqTcAqqnWbrjft5djBBSTNoj3hQNJNsSUcAAm6JkFfGu+KYQ/MFnr6Zoi3qR7BM5lWJmYkMczkF0cyjWgIn2wN874EQF2Z1Xh5O0R6x949msiW+fX2ejx639/zemMhWZsSCvd90bjRNa9jDeKpETtExLQuf224v+W/fuUVRM2gOefj+423LikkG5vK8OpJGFAXckkBQtshZIqOJEj6PRMgj8dHjdlVk/0SG//n8KNdn8oS9Mj9wso3GgF01XL5NyndvrmSQsWx3j4G5AgXVQF1sCfFIApMZe9hBUTX44OFm/vDFMbKKTv9EBt2wONASoKSb/Nenb/Hvntxfiegsy8LlcvGxB/fwgRN9/OdvDzGZyjOXKSEXbIEuaQZti/vVY0n7OxLySBQ1mbxiIAjl8xQQBDjVHeFjJ9rY0xQg5JX5k5fHefrGAk1BF41Be7KOWxLxuST6Gvz4PTIZxWAsWayIY7KoY2HhWRx2EHDZYwzzik5fw52tIv9weZavXZ5FFOz91J99rIe9zVuPlva3BNfcU/bIdrRsWlSqdM3Fe6CaCXEikbijZSQWi215stda5HI5Rxw3y0Yjte2gvMfZ0NCw4T3OevROZjIZLl26xK5duyiVSnWrOlsv4qvFZgo2blIsigI/+mA3X3pjklsLBfa3hPjoiTYiHoHz50c5f/48gUCgcq3ncirhxfSgIAiMp4uEvTLtUS+aYfL0tXk6ol7ao15GkyUiHhlZEumM+bg6nWMiWUTA4kxPdFkqbSlzWdtnsKiZNIfceBdTfr/93eGKxVJeM3nPgUZeHU0jCHZRxRN7G2gOLT/mXE4FQUAWBQwDuuI+RFFAFkUyRY0DLX4+uMfPxMQEr11PUciJ5CQdt9eLT7b36sp4ZBFjybXVTYuSZtAS8tAZ9eJ3S4iCgGGaXJ7K0tvgJ+Z3MZdT+Zs3pvj0YjFJQTX4L98eYjan4pZF3BKMFsHjNoj4TU40h/iJh7oI+1y8OJTg339jkIlUCUGwmM+r/KdvD3GqM4xLssfEWVgIUIkOBeDyZBafSyTud7GQ15BE6Inbg9qvz+b50NEWdjX6+ezbexmYyzEwV6A37kWWRIKSyJyqMpYsLRPH8r3md0vsavQzvFCgOexntmDaFl1BF6pucH0yyT/783NIsoxmiXhke0qQaVlggYmFSxT4gZNtPNB520D6tdE0jQE7kt/V6F9s8bCLe5pDt7NTsSX9rrIAg/MFBGybNbWoE/O7OdIW4kNHbqdfwW7Z+YfLszQFPciiQE7R+YMXx/j/P7l/26OzqN/Few428vXLc6glA1EWeOeBhkqh2lLcbnfVlpGbN2+iKArhcLgilvV0Gcnn89sqvpthx4tjueClWCxuKFKrN+V04mZbRbYaOU5MTDA6OloZKjA0NLTpY61krYivVpsp2Nx7DHllfvSh5VWAqVSKTCbDkSNHlvVqtke8DM3lba9E7AHkXVH7Bk0VNFTdIOp3oWgmkgBTGYWgR0QURPxuiZawh6PtIR7sq/5wNZUu8Z2bC2RLOpmSznjSLuDpiHqZzyoVE163ojOeLhH1uyiq9hD0o+0h5nIqn39tgqm0Ql+Dj1PdUUzTZDytsFDQseZ1TnZF+Bfv2U2ioCEKAlGfjCC0o4bT/PZ3hnhpNEdJTWJa8P2HwyQSIaLRKA/1Rnl9LM1k2k7XLeQURhIF3JLITFahK+ajPeKhtyHIyEKxkjJuCrqZTJcoaQZel8QzNxeYzWm0R7ws5BVSBQPDhH0xL72Nfi5N5RhaKHC8M8JTV+dIFjRkEQzLfvDRdItzYxl8bnvakLQ47FwS7LYVRTeYy6kEPRI+t0SjALoBCwUdtyTSFvHQGLA/s5awh6aQmz99dRLdtJClcjuJRcAtYZgWf39phm9eKrE3PcIPnGqnLeLle4+1MDCXXxRQF7mSic/jxhAM2kN+oj6ZoqIwvFBENwwkwMQ+R0kSeM+BRo51LK8IDXokMiXdNn8GPLLA9z3QxlPXFpjPqRiWxenuKKe6bUG1LIsvX5yhJeRhPqfa+5myzL/94D4e6ovdIXjpom5HjIspz6BHZipdRFkl9V1vPnGqnQMtQc5du8XutkaeONyxrigvbRkpu4xkMhkSiQRjY2NYllWpgt2qy4iTVt0ghUKh5oKX7fIpq8X/sRY2GzkahsG1a9fQdZ0zZ85sS5vGaqK2EZsp2HjkWI3Z2Vlu3LiB3++/Y4jBw7vizOUUbs7kQbD/fSZToqga5BQdQRCI+d3cnM3RHvYyoOZZyNuzSg+3hWiPeLg5V0CWErx9750POK+MpHBJIo/tjjMwl2dkochookAir5JVDGRRoK8xQEkzuDKd4+G+GF6XRKqo8b9fGkfVTdJFjfmcyivDKb5xZY5DrQGuJDU8MoQ8Eopm8FvPDDOWtEXucHuIT55upzfuw0BAMSFv2lHg1wcVDjVO4TMG8Hg8fHRvhImiCw2Jv70wTWvYrsaM+V0kCio//Wg3AvA/nx/FMO2op6AaeGWpsujP5lTCPglNt2gIuClpJUQsWhbHycmiwEiiyPHOiN0/KNrtEcZiWk7AHiAuiQInusJMphU0w+RQWxBZEOmKebk0lSXkkQl5ZF4aTpItaXTHvHZl7FyBz700zqujab7/eBuNQTeferiL33tulHTRwLQsHt0VY0+Tnz9/bZK/vzSLWjTJjKe5NpPnZx7rxu+R+Wfv7GM+pyEKt4fBf+pP+4n5Xfai7vPRHBV5/6EmRueznBtJIVo6RxsEPrrPHi8Zi8Uq99MPn+ngv3znFplkCc202NPk532Hmnnn/kZGEkW8skhfJaK0B8/PZFV2NwXoa/CTSKYwZC9el1R1HWoJuRFg0ZpMo38yiwD8zndH+JnHumuubN0sgiBwsiuCL+ehszOybPhBUTPsfWufq/I9qYYoikSjUaLRKGBnlJa6jLjd7sp+ZSAQ2NB67IhjFVZbUGdmZhgYGODw4cOVD2M1ysJTb+FQFIVLly4RDAa3vL+3maiqXBXa1tZGd3f3XRsqsBmbqWrH2Qjlh5BEIsGpU6d47tU3SOTVymIHdjP8959oJ7e4h+SVRZ6+Ps/5sRR9DX6CHtsmKVvSGU8VcQmgGiaqZrC7wU/Y5yLolXljLI1p2r1x+1uClfSSYdopwpBXZlejn5tzBSI+Fx0RLwPzBV4dzRDwyMznVVqCnsoTf9Tn4uZsDixIFjVGkyVUTSdZ0JhIKZzt8NIVddHZ3MBro2mGEyWOtNv7VhcnMjwX9dIZ8xH3u0kWdUI+e/JNMq/yrUmZf/U9pzE0hYWFBaziAv1TBVJZE69oEgv6cMsikiCgmxbtES+P74nz3YHEYg8gfPxEW2Ux7Iv7CHtcXE1mUQ0L1TBxi/a1tCwLzTCZSSv8+68PMJdTUDQDdckznSRCxO9GEu2Wmd/+waO8OppiPFmiJeTmwd4oX7oww6ujKVTTqlhijaVKaIaF3y3RGHAxn1P5k1fG+ezbezneGeb9hxq5OVtgd5Ofjx23q2T/4fIsU5kSJcVCVkpYlsVvPD1EU9BD1O/iM4/3EF+SHm+PeFjIaUT9Ljvlu+jLubRqdKnH4sjISMVWqiMe5weOt/K7z41iYU82uj6T41hHuFIUtRSPLBL1yWRLOiGvTNk1ZbV0fVPIw08+3MnvPmsPsfC5JfY0+Tk/luYPXhjjn76jj4lUib96fZJkQeNUd4QPHmlZc/7tZlhZW3B+LM3/WnyY8rkl/ukTfexqrC29KcsyTU1Ny1pGkskkw8PDFbEri+V6RYOOONbAyob2WvLa2yGOpmny2muvsXfv3orFzFbY6NSdcqvKag8H5ePVy+Wj/IBStpkKh8Mb3ldd+aBjmhZTmRKmxWIFY/WHi/IsWJ/Px9HjJ/jb81M8c13h2dQg+1uCfPxUR+WJVhCExcXI5r2HmnnvYnl9tqTz3ZvzJAoK0ymLlpAH1bQdIK7P5tjdHCCv6FyeyuFxSbgkgSvTOT5yrIW2iJczPVFeHUmzkFeZy9rCkBVgcKFIU9BNoqDRFvHw/kNNfOXirC0skr0nGXTLjKWKDMzm0Rcn1gjYY8jemC7R4JeQJZFUQSPklZfsocmMpUocbAtS0m0vSL9bQjfs4efKYjTaFPLR2dnJvBXi3M1x0mqaxHSBuDdPyC3i87hxmwqW5eFte+xeyZxi0BBwLauKfGR3nL+/PItHFgl4Rfb6/YzOZ7k+m6ch4CIecPPSSIqIT2ZovkhJt/CIoJp2QUvALSGLAlG/TNTnQhIFHuqNQe/tz/P7T7TR2+BnMl2yH0SwR6KlizqqbqKaFp1hN9MZhYWcyp+8OsEbYxkkUeDSVBbLgo+faGUiVUI3LVySgGFZ5Ep6JT0+m1X56qVZfuzBzsrf/ezbe/l/nhpkPq9iWRYfO9HK7qblBS8rPRZVVSWZTDIwMs7vPZfAL0uE/B50LP7bd4b5zY8fqhrVCYLAZx7v5b88fYv5nEpaMfnhh1uWTUdayfHOCB8/0UqmaKe1EewHvguLFdb/v6/doKiZuGWRm69NkVeNureDLO21ThY0fu+5UQIeCZ/LTiv/1jPD/IePHNiUa4nP58Pn89He3l7VEzQSiVT6f1eu1fl8/p7VkqzGjhLHchq1tbV1Qw3t9bSYsiyLkZERSqUSZ8+erSmdWAu1Tt1Z6j+51h5rOUqrhziW9xw3ajNV7ZzK4qjqJn/w/AjXprMIgkB33MvPvK3vjoUmn/9/2XvvMLnys873c1Ll2NU5q7uVszTSWJpoT/R4PM4JB4wNGDAXs4DBCyy7eGGvTd5n8YUlGmOGwfbYHjy2J+ckaUY5tNQ5x8rx5PvHqSp1q1tSt9S25+7lfZ4Bq7v61KlzTv3e3/u+35DnxIkTdHZ20tzczEv9cc5MZajxOJXA2eksrw7GuW1D3aK/s22buZyGbjo8NY/iIEbfsb2RsaSDlHRLInK5BThf0EkWdE5PpLFsm4lUiahPIeyVOTGeoSnsoS3q5Rdu6eClgQTJvI4kCihl5ZXxVIn2qIdPHWzHqziJ7rsnZgAblyyyocFH/3wezXL4lQLgc4lU9kPn51VC4RLtNV6yqlm9TgXNoDnspjHk4a5NtXzlhRFsW0cWRXrqfciSQMAjM50pcWgoybeOTdMcdnOgK8qJiSyJkkljjZ9P7grzwqkh5tIF2mN+dq2rpyES5ehEhuF4kZjfxS09NQQ9MutiPtyySNAjIwlglvJUJN4n0iXq/ApBt0yqaGADsiTgcQnkNYcG4QB5RD6wZ3n1HEkU2N8ZqfIANdNCFByUqAMaAs0wSRR0XhpMcHQsQ1PIhVCufr9/epZ7N9fhd0ukiga6aWPiHMMtO8+73+X4SJqWzbMX5nl9NI1XkfjEja3Ec4635f7OyFWfWZfLRUNDAyUlhN+vE/aIaJqGqRVIlUzeOHOBLe31yy7o6+v9/NF7NjGTURnuO0dLg58/eKyPvGryls4I929vYGC+wLePT1HUTG5bHyPskZEloQxkEijpJhGvwpmpHFnVpKiZjKdKGKbF+AtF7ttSt0T0/npi4ZoxVwZ8VXRjQx6Z2axDNam5TAW80qh4ggaDQTo6Ohwhh1SKZDJZpYxU2tqNjY3k83na2q4sm3dpPPbYY3zuc5/DNE1+9md/li984QuLfv/CCy/wq7/6q5w8eRLTNN9v2/a3VnP8n3hyrCTAivza1q1bCYfDV/mrxbFWyVHX9SoqMxKJrCn4ZyXJUdM0Tp06RTAYvKpw+lryJkVRZHZ2ltnZ2VXZTF0aC4E9L/XHOTeVpbk8DxqNF3n87Czv3X0R1FOpjrdt21a955Nph1yfEQTnC+aWmUgt9us0TYsfnJnh5YE4qm5RF3Tx87esozbgtG62tYR44UKciFdGlAQyJYO9HWFaI27OTDnJzrAsRhJF/G4JSRR4qnfeIXE3B/novhb65/LsbQ9zbjqHajigm3u31FcXkresi7K5MUBWNQi6Zf77D/u5sSOCZcPQXAEbsG1wKSKNAYkNtS7evaOBhpCbB49M0F/WOt3YEODWHmf++cCOBgzL5odnZwm6JWRB4MN7m8mWjCrRezarMhgvEHDL1PoV1sV8fObmNh47O8/ZaQG/EuJ03iRrJZlOjtKXMKgNehmQXYwmC3zqQDubGwP0zeYJehRSRY3BjMW6OgGPInF+OkdeNdnUIDuiCjjEepckkLcdy6mgW8LvdlqKC2M6UyKR14n6lKrjRkPQTdgjo1k2XkUkXjBIF3X65/N4ZYnHzzlSfWGP7NyLKuXCpivmYy6rkcrlkRUXiaKOVxGxbJtU0eCGjgjPXpgvCyG4mMqofOG756rKOE/2zvOFu7tXBHiptO8NW8Dn8yEqbkKKybrmOlKpFMPDw4iiuIQDGHDLBOpk+nst/ujpYURBwCWJfOPYFDMZlVeHU4iCs8H4+1fH+Pi+FnY0hzg5mUHA2bh9+vY2UkVn8zabVTHLX+t0yeBzD5/jrz+8bc1AOwvbqjU+Bct2Wt8uWXQ2lOVN01rH5SgjDz74IF/72tcIhULMzs6yb98+uru7r1oYmabJZz/7WZ588klaW1vZt28fDzzwAFu2bKm+pr29na9+9av8yZ/8Cf/8z/+86nP+iSdH0zQ5e/YsqqpeUX7tSiHL8rLCzquJhTSJxsZGjh8/vmbVKDgPh67rl/19Op3m9OnTK27jrpXnpGVZpFIpZFleE13WvqTB0ecGOT2ZAfvi5sfvkZlMOTqptm0zNDREPB5fUh03h72cHM84fCzbJqcatEQuzisG5vL8z2f6eWMkhVuWWFfnYzar8bcvDfOf790IwE1dMWbTKo+emsKy4I4NMT52YyuJvM7x8Sya4czaKqLZPkUqW1tZDM0XeM+uRqI+hWKZsqEaFvN5ja3Ni2dPYa/TslQNC3BmmDd2RsC2GUmWkEWHzF/nl7h/Q7Da4vv0wXbmco6EXF3QVX3vrx+e4PRUFo8s0R51JN9qg25e6I8jIOCWBVTDrt63eMFAMy1+eGaex87O4XNJxAXY0hTg0IxNxFfDzm6FYqlEsVDg7OAEz8tJNrbWcVNnkFeGs0ykSvhkaC37NnbX+emdyTHv13BJIqZlY1o2OdNCFAVu6AhTF/BQ0EwefH2S/37/BgRB4PBwkkdPzyEKDuL03i11HOyq4af2tfB3r4wiCQIBj8KG+gA3tId5+kKcnjofhmUzEi/QN5tnU6OfdNFga1OQkFfhV966jj99ahBDFZDcMl6XxMnJLDGfwp2barlncx1//OQAOdUgWzKYyajollPZxvwKfbN5nu9LcM+WxV2HhVHUTZ45H2cmW+It68K8OpQirzkz7c/e1klbYwRw/v5SDqDf768my4GUiWZYNIacTYEkCjzRO4dHcdrA4FTNz/Ul+IMHNnJ6MktBM+iq9dMYcpNXDSzLRjft8gZBwKsITKSKDMWLbG5cm3ncQsuq2oCLj+1v4V8OT1QpR790S/uaG0EvFxXKyK/92q/xq7/6q/zKr/wKiqLw67/+6wwPD7N//35+53d+h87OzmX//vDhw/T09NDV5bjxfPjDH+aRRx5ZlBwrf3utWJGfeHIcGRkhEAhcly7o9VSOtm0zPj7O+Pg4O3furEoYXaszx5XOUVXVJT9f+P67d+9eMddnLSpHVVU5ceIEsizT3d193Ynx1ESWJ4YN1rWWUA2TgbkCEb9C2KOQLekc7KpZxJncu3fvkgd3f2eU0USB52dnUDIqmxqDHOiKkSnqPHh4jO+emEbArupIDs0X6Ip56Z3KVOkKgiDwnt3NvH1LDMq7c3AWLK9LZE9biIl0CcO0SRZkeur8VerDZNoxw33Pzka+8vwwczkdy7bZ1BBg12UEod2yyL6OCK8NpQh5JLrrAmyoD7CzNUTYK9PpN/ALFzdGkijQGHIzFC/w0OuT1VntyUmnvTiVUXmyd47heIFPHmhDsB1FnsmUQ6IXBQHdgrDXoahcmM3jVUT8bkcAoG+uQHvU47RuBZGA30/A70dTSqzrrEUwckT1eeYTeXKqQEaF8zM5NjYE8LokNjUGuGtjLWGvTLpoIAjOfKqom8R8zkLvVZz5qW7a6KbJD87MUR9UqvzHJ87Ns7UpyC09NdQHXVyYzRP2yNy4LsrRsTQ+l3OfFEngwLooJyezeBWJ3a1hPnJDM4LgqCb98Xs3861nXufpGQFRFAl4ZAqaSUvEgw28PpYmntOQJZFMScclCuUWroAkCczntWXvGThc0b99aZShRAG/4thu3dJdw1s3xKgNLFWwuZQDmM/nSSQSnDt3DlNTKRYhJ9tM5UzHvksAZQH60yzPT2VRqD5LLw0k+KMnB9BMi/aoh7mc4zaiSM73WxFFVoLJKWgmx8czGKbFpsbAFe3JFq6zt/bE2NYUJFU0qA24qiITP86orAEf+9jH2L9/P7quc+TIkSs6C01MTCxqw7a2tnLo0KE1Pa+feHLs7u6+7qrvWpOjYRicPXsWQRDYv3//ovndWs4xYflKr1I1A0vefyXHu57kWLGZ2rRpk4OCvEYKhoNwdOZurwzG8SpORRX0yGSKBn0zOVqjXra3hDnYEeDIkSO0t7fT0rI80MAli3xkXys1hVH23dBNjV/BtGz+n+eHuDCbQ7csDNMmr1nOLMq26bctYj43hrX4M1QWyUrUlNuQA3MFav1uVMNifdl30TAdt/iJVImeOh93bqrjC3f3lB3kBdbX+6+4o37fboeWMDCXpzbg5q5NtdX21OzsLIXC4q5B/1ye/+eFEWTRkR0bmMvTXuNhOqvRO50npxocGUlzeirHvo4wrwwmKegmuukssLevj1HUTCbSJWzbwBagqJnIkkCqoHP3plp66ny8OJDEp0iUDIt1MS+dDRFsO8xXjuYpihatEYG86ggkqCWVqF/hF25u55aNjbx7ZyOPnJzm3EyenS1BBucLFHUTn0tiNqvRGXOQsplye7VyfWRJRBCgqFuEvUsVXNqiHgSBMs1EJKuafHhvMx/au5RHG3DLZDSHSlJXnoO5JZEfnJkj7FUQBXApEpTdOEqGTcDtJGjTtJfo4i6MI8NJvn9mtipWv6nBz9npHB++oZnAVagVgiAQCAQIBAK0t7eTLhzibMnF8YkcRlkVKOKRSOQ0JMHZoNk2vGfnxVn+maksX31tnKhXJuCSmCzqRLwucpqJYdrIZdH0hejRwfmCQ28xLW5fX8Pe9gjZksH//UQ/MxkVQRDwyCK/cWfXEs3gy0WN33XdM8brjYUKOYqicPDgwZ/o+cCbIDmuRVxLIqsIWbe3t9Pa2rrk92vVtlx4vIXJrFAocOLEict6P672eCsN27YZGxtjcnKSPXv24PV6SSaT13Ssk+Np/uXwGAXNYn29H0FwuHDgJKb2Gh8H1tVw15Z69HyKs6dOLJovXi4EQSDkEogFnC/sbFZlKl2iOexhPFnE75FIFBzBa0EU8MkSEZ9DD6gsalNTU4yMjBCNRonFYoRCIURB4M5NdayL5cmUDOoCLvKayTPn5zk5kXU89SSR7xyfxqNI3Nxdw64rePgtDFkUuGNjLXdsrL3i6xJ5ja8dGuf5/gSaYbG7LUzIIzORKtE/W6CgO6AM3bSJ+RVEUeDFgQTYNrV+hZxmUdRM3hhNIYki3bU+BuMFJxlYDv+uK+blp/a14HdJNIQ8jJXFDHa3hrEsm794dojXhpLYNsQlgZagSF7wsKPJzz1dXoJGnMOHR5kxPDw+YJAq2eg27G4JYlg2U2mVrlofH93nbHDCXpmwV65Sb1Jl4+Gay1y71oiXT76llYePTTOaLNIe9XJD++JnwrZt3hhLc3YqS2/SXLTxqRD6ddPCK0vU1brJqSYNWEynNZIFo+yu0rTkuOdnHI3auZzGcLyS7GVGE0V003JQpNcQfpfIJw50MPZ4P17FkeBzYTCZVtnsz6O4PBzsrmVrw0U065mpLLIoVOeJfrdMV61IS8SDbtpsaw7yrh2N1U3HaKLIHz7Wh43TfTg+nuFXbusgUTSYzWrVc08UdL59fJpfu6Prmj7LTyLy+fyqPGhbWloYGxur/nt8fPyyG+5rjf9fJseVmAKvdeW48HgV0uxKEsXl4lqS48JKtWIzda3Hmk6X+PtXRoh4FCJehf65PPVBF4blADNsCzyKxK0bYiRnxq+oyXq1qED5vS6J9hofw/E8UlldpqPGR1vUhyhBUXMc3ivC9Fu2bCGbzTI5OUlvby9+v59YLEZnTQ1u98VKZjpT4tWhJF0xL7VBN7YNj5yc4aaupUon1xOWbfM3L486CjIuiTnNsdTa3xHB5xKZzznVsGpYCIJQ1ux0+HMCAkGPQtADybyOIMDO1hB1QYcic2goiSKJNIbduBWJlweS3LOljq1NwUU8vVcGk/TN5mkMOqbOtm0zlbdojcm8e1czu8qSapph8mvfPMVUWgXbRMDmxX6Vn9nXyAdv7MFVRo2qhsWjp2aYzaiMJEtEvDKbGgN8aE/zFQnl25tDZIoG3zg6xUS6xP98bph37Wiobi5eGkjy6OkZQh4Z1YBkQUMSnapIMyw+tq+FjQ0BPC6Jom7id4tkijYf3NvEpw60IQrCEo7ghdk8n//2WcDRNk2VDOd4pmOVdmE2z7qYF+UauYUhj4xLEvHIIi5JwiUrhAISv/HuHWilwiJaQyQSQTJk9DL6JpHXOD2ZxeeSsGzY2hTkA3sWmzC/PJjAsOxqyzQrGPzw3DxbGwNIC07ZLYtVf9P/r0ShUFgVEHDfvn309fUxNDRES0sLDz30EA8++OCantNPPDmuxeJzNbBLJSpqM7quXxV88qNqq164cGHVouWXO95qEtrlbKYqx1ptW3UiXQIbvOVZXWPIzUxG5dYWkaTbjdcl867t9UwPnUdRFDZu28Wh0QxFLcWmxiAdK2z5gAMcOLCuhpcH4vhcIq0RLz11AWr8MqphMzifJ6cZBFwiI/0Zuhuj7Nq1C13X8Xq91NfXV2dE8XicM2fOVF3oY7EYdX4XDUE3jeWdt2XbGKZVlUWzbZuZrIpu2tT4lGtSM3HARSbTGZWmkKMzOplRKRQcUfSsanD7+hiWbfPMhTh51SRT1Al7FWr8imMNZdlYZQ5lW9RTXfwty8bvlmiPeumM+ShoJi8OLA9EyZQMRAG663yohkWioGEY8O6djexcIKlW1C0KhoDL7XLk+mwb8iqvDs6xQYnj9XqJxWL8YFDl6ESOmYzKbFZjIuUkieUcTxZGXjX41rFpYn5HlcUwLb53aoY9bWGiPoUX+xPUB924ZZEGv0gwEqTW7yLiVTjQFWFv2SXl996+nq8dHieR17m1J8YHdjct2/5O5DV+93u9TGW0aitbxJkDOvQSR4h7JFHkl/7tNPs6wrx9awMdV+AtXnp/n+9PMJ/XGE9Z5Vati4/c0IJbkXArS2kN6/V5XHqOvskcE1kbSRLZ0hTEp4icmcpyejJT3azA0rWy8hm2NQd57OwcBc1RcUoXde7cuHqJy59krNaySpZl/vIv/5J77rkH0zT51Kc+xdatW/m93/s9brjhBh544AGOHDnCe97zHpLJJMD/FgTh923b3rri97iGz/GmC0mSKJWWt4ipRIVDeTm1meWOuZbJ0bIs5ubmaG9vXxNj5tUkx4ou7OUEBVbrpgHOLKiigykKAnnVxLRsnh+3iNWq6HqOsbExfvG2LmINTfzV80MkChqKKPB8X5xP3NjKpqaVcUgFQeAj+1rZ2BBgOqvSHPawqTHAX78wxMv9CQQB/IrA82cnmKgP8dkNTUuu78IZUUdHR1X6anp6mvh8CjUP43qJiN9LumSzvzNcFax+vi/OhZl8WTRc4P5t9dRdAfCw3PmDA2KRBEfSbThewLZBNS1mcxq39dSgSCK1AYfv98S5ORAE6gIudreFmMlqHBpOIYsCb1kX4UN7m/nqa+PMZlVn5icIVVSkYTnJ/eneecJemd1t4Woi7alzNiWmZbO1KcB4qsimoLbEuzHokYn6lLI+LQ6KUpJoa4iyb183hUKB2bl5Xjw3iWqazOYccJBuQd9cnm8cneTTBxdr5i6MvGZiY5NXDV4fzTsao7LIXE4t0ypYtGHzKiL3b29YAopqr/Hyu/euX/Y9bNvm1aEUZ6ay9M/lyZZMFMlRH9JMC82wsS0QBKcr0RB0lQUEHKm/wbkCv3ZnVxWBeqUYz9m8NJJkS2OA8WSp/PngQ3svckHzqkHfXAFJgE2NzsbsT3t6ODYS58+eHiLqtiikE+iKgm6IpHIl4GJyvKW7hqd755nLaUiCc5/fsa2ejQ0Bfu6mNr59YgbVsLh/WwP3bFmKeF9uA5wq6Pzja2Ocn8lTF3DxMwfaVqyQs5ZxLV639913H/fdd9+in33xi1+s/u99+/YxPj5e+eeqdwv/xyTHK4F6KlJ0q2ljriVaNZVKcfr0aXw+Hz09PWtyzJUkx5XYTF3tWIZpMRQvYJg27TXeatW0vs7PjetqODSURBSdGYgiC/gVqHHbzGfTZFwhcnKY2SlHAaQ16uzCsyWDJ3vnVpwcnXMUuKHzooLGKwNxXh1Mki7pYFs0uXXaaiP4/R6evzBfTQKXi4XSVxttm46eFN94fYyZVJp1AdgbdpFMJsnabi7M5GkKO87xmZLBiwOJqpXUakKRRD64t5mvPD/EXE7FI0t0NQWJ+hUKukVEFumbzXNkJEXQLRMLuBBFgbdvdVwsMiVHYSbqc5RpfvWt6zgykkIzLF4ZSpIs6GREg3TRIFnQODGRBdvmho4w/+0dG5HKvpk/c6CNf3tjkrRhc3NXhJ2+9NLrLQh87q2d/NYjvcxmVVySSE+dj/u31VcFqTt8PmI1ecYSBQy7RLZMRwjKJmfG5snnY/h8vmU3glGfgiTA8/0JZ05dBtQ8fnaODfUB3rohxndOTONTROIli+5aF+uvck8vjcfOzvG9UzP43TJ9szlyqoFXcdqwTqUocd+2eo6OpUgVDXqn846ykQAlI0PAJXNiInvV5GjbNsUyxWZwvkiu3NLMayZHxzLs64gwn9P4r98/z2xWo6Q7yNQ/fu9mfC6Zm9bXc2q6yJGRFDVBN6l8iYl4nj99so+/eb6PD2+PcvOmJrKaQk+dj1cHk7gUkTs21LK9XO3v74yyf8H3Y7lYSOOonPdfvTjCcLxAXcBFtmTwF88O8d/v30DYq1ST6Y/aNWSt/XjXKn7iyXEtLrwsy8tWeZZlceHCBfL5/KrbmKIorqhVe6WwbZvR0VGmpqbYtm3bmjppXC15r9RmCi7/WTXD4i+e6efEeAZRgKaQh9+8Zz21ATeiKPDR/a0c6Kohrxm0hD186fE+JNskmUzR3NzETFanpJsk8holw6xqwUqigG6u/AthWXYVEenImhX42mtjRHwKyWyBdMkg6PHjFURiPgXdcmTYVhqCINDVGOUL9zuLi2maVUHlcxNJZhICXjtMwO/H73IAJ9caN3ZGGE008O8nZ2iOeAh5ZIqaSUEz+OSNLXzj6BQ1foXOmA9FEonnNZ7qnefnb25fArNvr/FW5cru21bvIFo1k385MoHfJRHyOkjfwyNpXuiP89YNzjzvLeuiDh8Th7vX25tZ9lzba3z8/Ud38MZoBs006akLVNuMBc3k5YEEtm1xYbZA5UkUgYQqcMCvMDg4SLFYXNbmSJFE6oMOwlgSBKSyd+IrQ0k+uKfJ8SttD6MaFrVmgo+tUpzbtm2ePDdHQ1mcvbvWz0w2SWNQwUYmUzJ5/+5G7t5cx/dOTZFT7QV/6zxzyaLOa0NJ7tl8eZ5k5b0a/RIFzSRd0vHIoqMjq4h87dA4+zoi/MuRCcaTpWplOp1R+cJ3e/mfH9iKIAh84sZWBAGOj2eYyOgosozPK2MJAg+eLZAojPLd3iyzBRsTp/p9oT+OxyXx0zcuBRQuF5fqqhZ1Z+PbEHS6FSGvzFxWYzRZZLAvzuNn5wC4d0sd79ze8CNPkj8uY+WVxk88Oa5FLNcCLZVKnDhxwqkMNq7eM+1626qGYXDmzBkkSWLfvn1YlvUjRb8ujNXYTFWOtdzu7eneWX5wagZRcB7cyVSJB4+M8ytv7QYgVdTJqQaKJOB3idSLOY6WYFtLPVnNQhYFnj4/z6nxNOOpIkPzedqjDvH7p/Zd/Qtt2zaTqRJPnJslnnMAGesbAnjLItl2Kee0dhGZTKlsaQqhyBLddX5kSVwkmL2a0C04Nm8zmvDh8vvwGwVKukFmcpK5gsmGhiCJhI9wOHxN8n03dER4ri+BZlrE8xoXZgu4ZZEvPTmIbduEvcpFWoQooBpX/yBhr8Lbt9ajGRZfPTRG2OMkIUl0ZNviucWbn4Xfhyt9N3wumVt6ahb9TDUs/uLZIUaTRU6MZao6so4DovNfS32U7dtbF9kcjY6OIggCNTU1xGIxirpJ0C3hU2RE0TluUbP4m5dHMUxn9hvxyeyrk5dwDi8NzbDIlEXA00Wdf3h1jGPjGUIema3NQWIBlwO2kZz270duqOXuzbV87ptnKWk2IlQTvICTOIIemZy6MsnHiEfkXdvr+d8vj6Kbzgy4I+qrbuqm0iXm8hrYzuc0LKfl+9pQkgNdNfhcEp+5uQOA+//qCEXdRDUc8XSXLPLKrIjX50fWS/jKNJhsLscPT6jc2S5TF6u56uZ/oa4qOMeVRRHNtHHLzgjBtG3OTed4rKw6BPDdkzNEfa4lz8H/6fF/ZHKcn5/n/PnzbN68mZqaa7uh15McK8mpra2tShO5lrnelWKtbKaudG4v9M1jWHYVkp8uGbwxkgJgIlXkK88NUdJNdMPAZ2T4mQPtGJpKwbCIeBVMt82jJ6ewbciqBrMZldmMRkvUy1RGrSZk07KXiJJbts13jk/xdO8sUxmVxqCL/Z1Reqez1PtlZuJJTEGmIeLHUzQoGSZRr8z2lhAHu1Z3z0cTRWZzKjU+ZwF94tw8w/ECMb/LaZGJMrLXiy778bp00pbJC+cmaJL78Hg8xGIxampqViTgYFp2WQ9W5uRElmzJwLBge1cEnyLRN5cnX5bxEgWBvGZysGvlgswuWaQt4mU4UaTWr6AZDjhkQ8PyYIdraWn1zeaZSJVoCLgc7VURTBt8iohuWkR9MiXdeZ4W2hx1dXVVhb7Hx8eR8wnyqkWm6NiNiaJAd60PWRSpDzrP3HiiyKBhc4tt88ZomvOzeUIemfmcyomJLH6XxE1dUZ65EKdkOBsyy7QRJYGeOh/9cwVeH0mzvs7P+voAv3lnF/7yvPzVwSQTqSKuMgJWwPkclQSvmxZBt0RJd+7HcpuIdFHneyenOTuks6VbZF2tF58s4VZE4nm9eu+2NgV5qnce03bQx+BYgf3ty2OL/B8zJYOcaiCJAi5ZxLZssqpRdjcRHMk5WUSxwef34JGgWChwanLiqv6Kl2oxy6LAx/a38NXXxsrPAtzcHWUmo+JzSdUNmk+RODmZ+ZElR03T1tQ4ea3i/6jkWLFaSqVS10wbuPSYq42KRuylyelHkRwXtkIrn72ChF3Nw3a5ROuWRQSoamxalk2w3Nr6zvEpwKbGDXPZFBklSEYKc3u7ixtv3IRhwYf+7ggWDi2g4lRhY7O+zs9TvbPUB128OpikqJtsbAjw7l3NVZTjSMbiQiKNWxap9bsoaBa9M3kafALzUxN01IW5EFcp6jZ+t8ydm+vY0BDgrRvrqtdjJfHchTjfOOqo1Fi2zT2b6xhNFqvaoDWyC9W0uH1DLf98eJzTExnymoUgwE+/pY13bogSj8erTumRSIRYLEYkEsGwBUbiBQYmcyimSm2TztcOTXBoOMV83knGTWGPU1XkdDprZBrLCM2wT8G04QN7mtjTtjq6z2/f08MXf9DHWKqILIp8+mD7EnPfhbGaropmWJyYyDCbVXH+ysa0nKrLtKyy7JnEjpblKVIVoe+Ghgaenx8mOjtNUTUwTAtFtJGMEpYhYdtyuQUPugk/PDPLIydncMsSw4kCRc3kxnVRNMPiT54eZHNjkMaQm0RB49RUllt7aoj5XbgVibFkkZ2tQT6wp4mxpDMbPTaW5tRklkzJoanARY6uIxovIQvwZO+8I4wedvObd3WzbgHKuqSb/PkzQ8xkShglm5f6E+xoDjKSKDGbdVCxk6kiD70+wQM7Gnjw9QkmUiqi4AgZiKJjcZYuGsiSwESqREEzaY96GE2WKJWF3kMemXu31PG9U7PIojOzd26Zzf07munpdubfl/orut3u6sbN6/UuaasCHOyK0hrxMJ4qEfbKbGkM8C9HJlB1C8pAXc20iF6lcr+eyOfzK1YG+3HGTzw5rtXMUdM0Xn/9dSKRyFVFu1cSqwXkVOabhUJh2eS01v30hQmtIlgeCoXYs2fPmgkKvHVjHcfHM05ryHZIyu8qe+2lCjpmqUBCLdLU1MRsTierGgTKx9IMxxS3oBqOpJtulc9LoKCblHSLrx0ao7PGR3PYzYWZHI+enOKDNziVdlYDl+LYU8XzzhxnNplFS6u8/+AmDkoKT/Q6Kikxv4uibqIs+OLbts3gXJ6j4xnymsmGej+7WsOLKAYOnWCK2oDLkT2zbJ44N8+6mBfdtFAksSxTB+PJIifK18JVRjv+7xdHuWdTbVXIIVNQOT40x9neKWy1nyOzNgNppxqJekRenB5gMq0R9kiohqPdqpsalg2q7mzucrrFjeuivG/36gE/lWiNevnrn9pOpqjjc0lVTuLCMC2bY2NpLkynKaY11m0wrqoKM5Eq8edPDzCVVskUdcaTpSqARbBBNaAz5ubnb+5gf0fkqucZz+vsbg0DAgiQymsImJyeSFM7l8TnltEFhX3N8IMzczSUOZ3983ksHMCLR3buW+X5DbplbBtyqkHU56LW78K24Z7NdfzRkwNcmM0jAImCwcF1YXrqfJydymIBouBUTztbA0R9bk5MZDBNC79bIl00+MPH+vjKh7bjlh3pvOPjGaYzKg0BhbQpEA27GUmW2NMe4uFj0469lyTy8mAS3bT5g3du4le+eRrDdJ4pUYC5rMZzF+Z5cSBJXjOxyhm6p9aLIDhauutqvbxnZyNNYQ9P9c4xk9VYV+Pl5p4YN3df7Cpc6q9YKBQcO67+fkqlEm6321G00vVF69PC2TXAfVvrHVGMjCN3WeN3WvY/qngzejnCmyA5wvU7yGcyGbLZLHv27KG29soKJSuN1SjkVDRKY7EYu3fv/rEMlisJrSKY3tPTc82+k5dLjrf01JIsGDx+dgbbtrlrcz13bKzHNE2iVpr+rMqmNsdJwrJt1tX6mc8499LvltnZGmYoXkA3HId3QRDwuyUSeZ2xZAGvIpEvGSTCHtbXBzg5kaFkjJIpGmRVmxImLREf2ZJJ70SCqBsO7O/i3FyJM5NzJPIam5oCpIsOyGdPmfsGcHIiw3eOTTGZLiEJAicnMowkirx3VxPuMjm9UB5KLpzvSaJDrj8zlXPsnGybrU1Bgm6JeEEn5JERyyLN6aIDzb+hw0VeNfjemXnyqokgBDk5D0VdJ+AxsfUiybwDKhIkhWitH8vWUCTHEksWHYHvmZxGZ423uhBVrLV006Yu4FqVW4IoCEQusTqaSpc4Pu7MCHuns5yazBJwCUi6jvX6JJ+4sbV6bS6N8VSRzzx4iqmMWnaecCaMsiCwuTVEbcBFpmTwO/euXzE3sLvOxwv9CZpCbjTDon++QG3ABZKHwYLBW+pC3NwsIGRnSKQ0ZNOFz+NBEQWKlqOvq0hOq7GC77JsaI64yagmqqk6wvMbY/z5M0O8PprCrTj6s5Jgc2Yqz83dkapv5PoGP6OJIpNpjRq/G8u2nWdCEPC5JVJFnbmcSu90noePT1HQTMYSRfxKsLyGwUi8yHC8SFY1KWgm+dE0N3VFeWMszUf3NfOhPc187/Qs6aKOIIi0R7185YURWiIe2mu8joJVskRnrR/NcBR7PrinCbcicdv6GLetXzkjwefz4fP5aGlpwbIsxsfHmZ2d5eTJkwDVFmwoFFpUUdb4Xfzefes5N51DEGBTQ+CqG6frif9Ijj+CqLg7zM3N4fP51iwxwsrbqhXh4U2bNlXtWH4cIYoimUyG+fn5RYLp13qs5TYnoijw7l1NvHOHUy1KolAFOt27tZFYg+gsOJLER/e30VXrJz4kVFGpn729i2Te4edF/CJgIyKQUw12tISYyqgEPTKT6RKyJNA7nWMmq+KWRSZnTd6yUWY2W8TIJbm1089P376Ffz0ywZnpnKOcYlqcGs/wS7etY3NTqKoPads2J8bTZIoG9UFPlRg9HC/wg9OzeBWRjpiP7lovUb9CPK9R41NIFx0z3Zu7a9jeHCSe1/C5ZDpjXnIlA5coUNTM6owq6lOQy9IkQ/EiiYLGXFZjPqcxHC/iVqAt6gNTRqOEz+tiNl0il0rgs2Eq60jsvX9vCxvq/ciiSFPYQVeals1jZ2c5X+ZXKqLA+3Y3rohzt1yMJor88VODaKbJfE5jMq2ysd5HpmhhaDYzGUei73J6nH/70iiJgo5LcpJ5SXeEtevDbtprvFX+5mrEZd61o5G5nMb5mTzxnIbfLbOprMGaLuooisyBza1cuKBy3+4anjk3i2qWUEwN07BIpHPkSy7e0hmmoFnlVq/A597aRWPIzWxWJeZ3MZMpMZVV8SiSI3iO05r06CZF3UQQBdbVeGmPegm4ZI6PZ4jnNTTDJuZTHP6m6YBjHFWfSQzTsXqygKPjGdaFBLKpErppObKEqoFbFinqFnM5laBHQRRFfvn2TnpncmRKBjU+F1Gf4ojgWxdpE4okcnBdlLddRYpwNSGKIl6vl5qaGrq6utB1vcrzvXDhAh6Pp+ow4vP5CLhl9q2g+l+LWK0AwI8r/j+bHHVd59SpU/h8Pvbt28drr722pse/WnKsmCLPzMywd+9ePJ5rW7SuJSzLYmxsjHw+z8GDB6/bTeNq89AKgTyZTHL27Nkq0Kl7HXzohouAI1hchYa9Cn/8/u2cncwwMF8g4pXZ1Rbmr18YJuyREEUHAVvQTKbTKiGvUl38ix6BobkcH+wo0b6jm662ZvKaydnpHGGPzKmJDJppoeoWz/fHOdC1eGPi5HqbylptWjbnZ/KUDJv6gIuTk1netiHGL9/ayT+8OsZYskhjyMOnDrbiczmLaNMCnc2QV+Gzt3Xyt6+MYVs2EZ/CtqZgVVDbsCwG5gropk3YK5crZI20R8cjWOiWTUvEz20bGnhlIEEpp1Lnt+jy64jzg2hihGAshmArgKPU0juTp3UBv/KZ83F+at+16Uf+4MwsYNMU8jCb1RCBTMmkKeRitlgkrxlLOh451eBfX5/kwmyeUxNpR6JMEDFtR1jbtKGgO6o/oiCwtSlIS2Tl3wOfS+L/uq2TTMnguQvz/ODsfPV3Llkkr16k/3xobzM1fhdnp7Ls73Gxry3A6EyCUj5Lg5JB8QYQPCE6mmLUh52FtlLBjiWLeBWxaqbskkTkMmo1XbIIuuWqqLnPJbKxwc9H97VwejLLc31xkgUdG5tPvaWNom5VK025LAphmDbrowo3bmnmL58fJlMyUA2rCqzJlsyqIIJYdhsZihfxuSRGE0Us2+kq2LZdTZKruY4rjYWAHEVRqK+vr6pHFYtFEolEtQUbDoer9JvrXV+uFv+RHK8Qq22rVrwPe3p6rsmxfiVxpZljhUPocrnYt2/fNfuFXUtUWriBQABFUdbkwV2JoMBLJ/v5wckJausbCRYkKiDgSxfU5arQLc0htjRfBIR01/k5N5Vle3OIhqCbuZzGW9bV8NiZmeprLMsik06zd+cNVWCTq+z2cH4mi25ZeBUJy7Z5uT/B75bO0RT2cFN3DXvaI+xsDdM/l2U2qyKVHSskwUFDKpJI0GPx6lCSGzoi/Od7eqpKP1eKd+1ooDPmpXc6R8SrcEtPTdX8uC3iIV3QCXllNMNB+CqSQMAlkymorIsofHx/K111fiIemYePTxNwS4yoNsl5iV/ZUEsmk2ZkZARRFEkSwNAtEJxF0qdcdL+4lijpVlWnU0TA65LIawYFVaRo2NQF3DSHLwLYbNvmK88Pc2E2T8TrGAHnNZOoT0EzoGDaBN0SYY/CdEblfbsa+cgNLVe9hpeGIAiEvQo7WsP88Ow8OdXAJYkkCjrv2FpfTY6KJHLf1nruWzD72tYarZ5rNpt1vBYHzjNalgasoDY3NvgJumXaogLjySIF3WJXa5Av3r8RjywyOJ/n714ZZy6rIQoCv3RrB7taw9y2Psbbt9Yzk1VpCrnpjPk4OpYmr5mEPLIjQ2eDgM1dPX5u2FjLD8/M8uJAEq8ild044J3b69nVGsawbJ67MI9p2Uwmi8wVNCwLFNnpSAzOFwl6ZD60t2mRi8laxXKAnMo9qLRgW1sd+k06nSaRSDAyMlKl31RMntd6vVvoyPFmijdFclxpVEj1k5OTq/I+vJa43Myx4ubR2dm5Ig7hpVH5sl9LVCq3TZs24XK5GB4evqbj2LbN4eEkrwwk8CgSt3cHL5scLcviqUMn+YfjGULBEMn5IqeeHuBX39bFzrbIktevBJV779aGqt+jIgl88kAHHTVeXhtKMJUuYWpFEkWLT97cvQjx65JF3r2ziT/84XlE0Vms/S7Hh88wTTyywA/PzOBzSexsDaEIzRwZSZFTDUIehZFEsTpfdFC4F+/HShZ1QRDY1RpepHdZiVjAzc7WULlFLNIeDaCZNg/saCAkFClkM3SVzY6fuhCv6oYCTGVKjBclDnQ7/FFVVekfnyXTN8X5TJyQz0POdrN33bW32Q50RTg7nUUSBUJeiUxJpyvmQzdMuiMSP3tT2yJN0kzJmadWCOI7WkIU1EQVSBJ0O+1nEJhMl3htOMX7dzddVmy8pJvM5TR8LonYMvZI62I+fuGWdh4+Nk3RMLl3cx33b29ALRau+n0RBIFQKEQoFKKzs3MJatPj8fCRrUGeHVFpCXvY2x7m/u0N1c3C9pYw/+MBP4mCTtSnLJqvddX6FsmpNQTdtEU9zGU1NAEUUaQp6EYUnM/dVecjntfI6xZ+l0TMr6CZznz0H18d49BwCo8iollOV2N7c4Aav4tcyaA24Oa37u6+omD7wjAtm8l0Cdum2o6/4usvUci5XIiiSDQaJRp1Nh+6rpNIJJicnCSTyeDz+arJ0utd2Xz5SvEfM8frjEq1pijKZb0PryfxXBrLHWdqaoqhoaErunlcKSqt2tVWe8vZTOVyuWumhrw8EOfvXx4l4JExTIvjo0ne37X0WJX5Ym/STSAQoDbgVBapgs4T5+Yumxxt2yae0/jO8UkmUkWawl7etbMRv8txc/e5JD6yrw2tzEsTy4vUb93dw1efOkHBI3Jbs597ti7tCty3rYFXBhOcmkhTH3STLRnopkVtwI1HkQi4JPrnHOPeDeX/wHF8f/DIJDOZEh7FQR/eur7mss9LZeZ3eDhFwC3zvt1NV9WcfP+eJh4+No1l22iWza7WEBvq/SQSKoUr/uXicLvdbO1u49OhGp7onSOTL9HmNogUxnnjjYkqiT4YDK74ed/fEUE3bZ69EKfG5+LdOxodLhsGESNByHOJsW95gTZtkAVHgL2nPsBP39jKWLLIs31xTAuOT6TRDAsbm9//QR+/c2/PEsL+RKrEnz8zSLbcJn3HtnretWOxliuw7MajdA3f6YWozUrLMB6Pc39LxqHbeAVSCZloNFpdR/xueUUKPI0hNzeW+baKLGKaNhtjCiFPWYA/6KHG72Jr2ENeNRhLlvAqEqmiwZGRFI0hZ2OQ8kqkCjp+l4wsitXEttLEqBoWf/PSKBdmcwC0Rb189taOK34Gy7KuqdOkKEqVfmPbNoWC4zBy4cIFVFUlHA5X6UvXcvz/aKteR2SzWU6dOnXFau1aE89KwrIszp8/T6lUuqqbx5ViLW2mrkf79aneOSILdsjjiTy98xp3LXjNQjPkAaGAPT+3+LNcZr0SRRFNN/j6sRnyqkFDyMPQfJ5ffugEG+qDhLwyH93fRmvUu2ghKJVKDJ07yYdvaKa9vZ1jx44BMBIvkCq7U3TGHJ3Oz9+1nv/17AAjiSKqYdFT56exLLqtGhY+19L741UkPrS3iSMjaTIlh5y9rfnyG5zvnZrh30/NEPEqzOd1/uSpAX7vvvVXBMS0Rrz8zIE25nMaHkWkKeRedmG/d3Md3zw2iU9xQEURr8KWxqU75646P79Q51/U8tU0jUQiwdjYGLlcjmAwWN3FX0khRRAEbu6uKVd7FyOXyzE6mlz2er1zez3fODpFuujwELe3hLhxXYR1tY6J8oXZHIbpcD6bw17mcxrPnJ/nPbuayJYMfnBmlpmsysnxDC5ZpC7gwrBsvndqlq1NQXrqrr4gXu+Gd2HLsK2tDdM0qy3DoaEhZFmucgH9fv9V30sU4FMHWnn2QoLJdInGkBs/JfqTRZpUg7s21zIwn+fkRJrxpIrfLfFcX5xYwOVschNFxsozy5JhlueZTqV+/46VjYg0w+IPf9jH8/1xAm6J9XV+xpJFfnh2jvdfgQK00srxSlHR1fX7/bS1tVVbsPF4nOHhYURRXNSCXcm9y+fzVfrJmyneFMnxShdwfHyc0dFRduzYccXSW5ZlDMNY8+RYqZ7q6+vZtGnTdX1RVyssULGZamlpWWKIfK1mxwCSIGBZNhPJIhlVd3b+kYvHGh8fZ2xsrFql3iJ4eb5vvjy/E9Ati3uXqerAuZepokGqoNMU9qCXhcs1wybqVzBMm68fGuPX7uypJsdKIl6oaCQIAq8MJnl1NItYJujf0h3j9o11RHwKv/P2jaSKOqph8e1jk2ULLYGwT2Zfx/KKMgG3zFs3rAxR/GJ/wiGRyw5wYzpd4uxU7qpo0ZBHXqKBemncvbmWgEfixHiGsFfhns11V5RHW9jydblcNDY20tjYWJ21xeNxTp06BbDI3Pl6uyi3r49xeDhFVnXUh9yKyAt9Ce7aXMf/dVsHv/3v5xGAxrCH9qiHZMEhtKuGxR89OcBkuoRHETk7naO9xkuN34UsCgjAXE5bUXJMFHQmcyYdmnlVG6zlYiJV4tkL82imzc3dNYQ8MmndRayxnZ6eHlRVrS7s+Xy+qgNbU1OzhKv8fF+cbx2bQjNsbump4X27Gvmbl0eZiGcxDYM34kP80q2dfHx/K//l0fNsbfKjmVBQTb51dJKoT+HlwRReRUQUbHwuGUkSiPldvHNHA7ddokDjWKVp2Lbj4VgBxn3nxDSvDCbIqyZ5zWQ+b7C7JchU+srORJebOV5PXNqCrWzexsfHyWaz+P3+6vW8HGgxn8+zbt26NT2vtYg3RXJcLioVk23bK6rW1tpiCpxW7htvvHFdMnQLYzUJrSKBdzmbqetJjvdta+A/ffMUc1mtqosZxjneQr/Lyi6zrcbHb9+7kad759Ati9vW17KpcfmqSxRFXKKjhKObFiXdQjetso6jgN8lM5UukSnp1AbcTExMMDo6umSGXDLh5dEkrbEgkuj47b0ymGB3e4SwV0EUhSp145MH2hlNFBEEp73kL/sPXk/V4cDwzepc0GLlLa/lYiFISRAEbuqq4aZVytxdGgtnbevWravOhiYmJujt7SUQCFRbsJerKq90jWaymlPVls2STcvm1GSWuzbXsbU5xC/e2sG/vj5JbcCFZlhohsWOliD9c3lH8q9czUd9CuPJEutiPue+4MzurhaPn53ja6+NoOs6D/Wd4fN3drOhfuXtt4lUiT94rA/dtBAFgR+cnqU2oBAt8z8/vLeZna0hmpubaW5uxrIsTgzP8dpQAm/fKDGvWAX2DGacmWHM78LnEnjq/Dz9c3kKmklDQMY0BbIlg6fPz3NDexgBODmZwyjPFkUBHtjeQH3QESXwuyVqvAr1ITe/fe9ipx7TcjABXz8yyXSmRNAts77ez396Wxc+l8SL/QkKugWCw83VTYve2dxVK88fRXK8NC7dvOXzeRKJRHVdWYiCrawv1zJzfOyxx/jc5z6HaZr87M/+LF/4whcW/V5VVT7xiU/wxhtvEIvFOHz4cKdt28OreY83ZXKsaJNWlEdWssCtZXKs8CdVVeWWW25ZM5rGSlqhlfeen5+/qs3UtX7eqE8hkdeqVlMCNsdmLR5++jVu6Gli8+bNS655R8zHp27quOqxBUHA5xK5e3M9j52dxTQtiprJ5qYgbtnRqRRFR2Kst7eXYrHIvn37lmx+DNt5/8puuSKgrRnO9bNtm4Jm4lEk/G6ZzU2rnwFfKd63u5G/enGUvOZI3zUE3Uu8BFcaPy63gUtnQ7lcjng8zunTpxeZO19K+r5cyGU/y0roprVIJOCuTXXkVZNnLsQRBYGP39jK7rYwZ6dzi46zvt7H8bEs8zkVQRB4/+7Gq85vJ1Ilvn5kgoBLwpIc3dM/f2aQr3xo27LgqXRRZyqt4pJFOmNeREHgpf44umFRH3KjGhb9cwUsbEIeBcuyeeiNSTY3BhwNU9vmnw9P8P0zcw5lBYlfvrWNjKXyR4+cpz+uUjIFXA0+aoIeol6Zvtk8XbW+6gbDI0tkSga1AZfTOjUdn0jDtFANm/mcRsAt0RRyo8gS81mV+uDiTcvgfJ4Hj0xyZCRFPK+jSAKmaXN8PMPDx6b4eNmBQ5aczWbJsLBtG1EQuWvTlVuTa9FWXU0s9FBtb29f0tJ+4oknUFWV+fn5VQF7TNPks5/9LE8++SStra3s27ePBx54gC1btlRf8/d///dEo1H6+/t56KGH+MhHPvJl4EOrOf83RXJcuHhcTpv0arFWyXEhf7JCl1iruFpCMwyDU6dO4fF4VmQzda2V41iiCIKAr0xDsG0L3TQxfbXX3d6oAHIOdsdor/GRKurcuqGWl/vjTKWLCILAu3fUc+7UcSKRCLt27Vo2eQRdIjU+mdlMiajfRaqgE/W5iPgUZjIqf/ZUP5PpIm5Z4hdv7WTvZVqp1xp72yP85l0KpyYyBDwyB9dFl1UJOT+T49BwCtOy2d4cZE97eNV0hh9FCIJAMOi4z1cQnIlEgqmpKc6fP19td7nd7uo9G5gvkFMNYn4XbVFHUqwz5uPEeMbh7Ekinz7YVn0PSRR43+6mJVJ3PXV+mkLualu1oFl88kAr926pw6tIV3XYAJjLqQgCKJKAZjot8dmsSkEzq/fh/EyO4+MZCprJ4HwBURSwLZvNTQE+uKfZUc0p3wrDtDEti9mMQ5/AthFEgWRRpyHoZihe5Adn5oh4ZUfsQrf4yovj1AUUBLePllo3fbN5+uIl1hsqWc1yLNNyEHE538dcyWBLo6Mm0xrxcK6UQy2DziJeibMzOXKqc66NITddMR/vW+AL+sMzs3z1tXHGy2ICiiigmTbj6RI+ReK7J6d5985G3r61nhMTGRRRwO+SUCSFXa2hJepGh4aTfPPoFKphcXN3DVvc5o+VdnZpSJJUbbECNDY28uijj/Lss8/ymc98hv3793P33Xdz991309R0+dnp4cOH6enpoaurC4APf/jDPPLII4uS4yOPPMJ/+2//DYD3v//9fOQjH7lDEATBXgVn8E2RHIFqS09V1VULZ8PaJMcK8Kerq4vGxkaOHDmyprutKyXH1VJErqcaifida1vUTBTJWTgkQWBX91IE4WpjYdJujXppjXrZ1hxiX0fUUT2xNUb7ztHd3X1Fjqosibx7Wy2vjJeYTJVojXp5+1YHfv8Xz/Qzky3REPJQ1Ez+13ODfPk922gILa2yr6e1uqHef8U23niqyDPn56kLupEEZzFyy2LVgPbNFLIsLyJ9V9pdExMTFItFXp3QGMiIeDwubATu2VzL/s4orVEP3z4+XSbPC/zw9CybGgJVGsRy4ZZFfvOu7iogZ3NDgLdtrK12AWzb5shIitdHM7gkgds3xJbMHxuCbmzbEb0GB7AS8Sr4y3PHU5MZ/vX1SfyKxInJDIZlc0t3DV5F5OxUjguzeQ50RXm2L04irzuoVc0i6pcJehzD45JuM54s0hB0ky7qiMLFToVHEUkVdTJFgcawh4BbZi6nkS7oFEQvsajMZ/bFODUa57mBJIIgcvuGGFvrHJPguzbVMpNRccvOSGAoXkIQHOH+logbAYGfv6ndkcvDqXwffH0St+JoxZqWRckApewFZlo2pmXz+Lk5HtjRwJO9c5ycyOKVBdqiXn7+5vZF1+/8TI6/fWmUsNdR+Hn87ByzNTrdXT+55HhptLW18Yu/+Iu89tpr/MEf/AG6rvPEE0/wiU98gn/4h3+gra1t2b+bmJhY9LvW1lYOHTp02deUu1JpIAbMs8J4UyTHQqHAsWPHaGhoWLalt5KoAHKuNSYmJhgZGVkE/FnrOebl2qozMzMMDAxcM0VkNdE7neXPnx6g1q8wndEwLPDIAjc1CWxsuP73vpygQ43fhVlIc+HCBXbs2HHVzykIAgG3VFXgqUSxrGdZSYRel0RONRhPFRclx0wmw5kzZ/D7/VU04lqDtSZSDi0E4PBImskyaOfX7+iqchrfjLGw3RWJRDjdP8rAiE1AVNGyGQRJ5t+P5tkQc/HgkUmawg5NxrZtzkxnOTuVXeTyYVo2r4+miOd0Omq8bG0Olsnsy2/yjo5lePTULLGAi6Ju8/XDE/zsTW20Ri621prCHj51oJW/fXEIw7SIuQV+7Y6u6trwUn+CiFch6HbI+JphMZUp0V3rx7AsLszmOLAuym/e2c0Pz86il8W+EwWNbMnE6xJpDbuqptttUUfou6ibDvWioNNUbsdWROg31fsZT5X40J4mblwXpT7oZntXMwc7HZRmVrP5lxfPMZLUGM7CRMpkoR2kKEC6ZFIySnTX+UktEHXIqgZWmbdolqXqbBu0Mq/UtG1yqknvtCNskchrNATdaKbFlqYA3Ze0qc9N5xBER+wBnFFK73zhx9pWXWnkcjlCoRCtra3s3LmTz3/+8z/pUwLeJMnRNE02bNhQRTxdS1xrIrMsi3PnzmEYxhLgz486OV6PzdS1xtdeG0USoDNg0eT3kFAFPnBDC5uZWJPZ2HLtXtu2GR4eZn5+nn379l3VlBUun2Q9iojf7ez8fS4Zsyx6HlnQqpuenmZoaIgtW7ZU0XOjo6OIokgsFiMWi60Itn+18LlkNNPi6Gia+ZyGTxHxumQeemOSX7ilowoYqlyDtQjbtikZFi5JrFY513s8ExG/z0VjOIJtg65rDM9mOHPuPDPxQrm16MEUJHTTJlsymM6USBcNAm6Jh49N8/pomsrl/NDe5kVKNpfG8fE0kbJmKTgbnvMz+UXJEeCtG2rp9BvMJLLs3ty9rCh6QTdJFw1mcxrZosFMusRYSmUsWeJbx6Y50Bnm1p4aNjUEePZCnKfPz1PjVzAtm6JuVbVkawMufvPOLv782SHiOY2msIcv3N3NU+fn+OqrE1i2jVsW6Yh5eXEwyavDKT64p5ldrSF00+KxviIPnUiQ101HurDsC7nQRNmyQRJsSrpNuqAvEkOoD7ixcZSMgh6ZvGZi2xaGDS0hNx6XRLqkMzhfZGC+SGOZJmTZNsfHs8TzerUKBQh6nO9GJUqGhU/mJ9pWvVwUCoVVFQUtLS2MjY1V/z0+Pk5LS8uyr2ltba0UTWEgvprzelMkx1AodN1KC9eSyCpUiaamJtrb25csltfDJVwuFrZVNU3j5MmThMPha7KZqkQir/HVV0cZiRdYV+vjpw+0V9F4y74+W6SYyVATDRFzexAyJZpCHoTs2oknLEwEpmlWxRv27t274i/n5ZKjIAh89rYu/vzpAfKqimXD27c2VIERAwMDpNNp9u3bh2VZeL3eqtGuqqokEgmGh4cpFAqEQiFisdg160duqPdzfibLcxfiBN0SsiTRVeslkdeZy2nV5LhWgJxUQeeHZ2dJFXTcisRdm2ppi16/QknEKxH0yMznNMJemXjRZnNbHQf3tXA0P8Srg3HGMzkyJRMEgYdeG6Q27MfrdpEs6lyYydFV63BQddPiW8emuHNj7WXRvR5ZYt7Uqv82LPuybiB+RaQxqCz5/VvWRfjG0WmG4wXUslFxXjc4MaHTGHITdMucnsxwfjrH8/0J1sV8/OZd3czlNB47M4sgCPzUDc1VRC1A1O/i4/tbUCSRfR1hDg2leOj1KUSBqhh8PK+zqSFASbf419cnaA67eW00z7+fy1LQTUTAACpPriw55suVKINM2RCTaQlerOJcsshHbmjmj54cQLdsQh6ZqFdhNFnEAoq6RVPIg9fliJlXotx1xbhknTqwLsrzfXEmUiUEQcAti9zWKr0pK8dCobAqtbN9+/bR19fH0NAQLS0tPPTQQzz44IOLXvPAAw/wT//0Txw4cIBvfetbAM+sZt4Ib5LkuBYhSRKqqq749XNzc1y4cIEtW7ZctmK9HkTo5Y63VjZT4Cwq//djF5jJlAh5FI6OppnJ9PHFBzYvkZIans/z3dcHmU1myNsKPlNkeCZDSbOuiT92uVhYOZZKJY4fP05LS8uiGcHJ8TQnxjO4ZYGbe2ppXkZk+Up6uztaw/zx+7YykSoR9ip01DhGrhUwU2WzoWnaor9zu900NTXR1NRUvQ8VjluFDB6LxfD5fCtKaG5Z5F07Gjk7lUMA6oNuZzG0qWquXm9ohsXRsTTzeY3e6SxRn4vGsIeCZvLDM7N8dF/LipRdLhe2beOWBD5yQ7Mzl8pqbGoIcPfmWgRB4NM3dTCT0zk0nKQh4mFLo49jo2l0LUl7EDAVknkdI+pFkR0hbsuy0cr0neXitg01fPW1cSZTJSwg4pXZeZk57aUz45Ju8t0T05yZzlHUDPJlJ5CeWh+yJNI7k6OgW7wxlkY3LBAE5nM6ilTkm8emODzs2FZJosBDR6eoD7rY1xnl1GSGrx+ecJKbDS8NJBhNFBFFqA+5KeoW0+kSHtkRGvcoEhSdTdDhiSKpoonlvB3YTsKyYVH1BlRpHR/dHubs2bMYhkE0GiUQjnB7T5QX+qPMpEu4ZJGMatJe40UUIV00mMtq3NARJpk3GE0WCbglciWDzlofdYHF83afS+ILd/dwejKLZlpsqPcz0nvyx4acXk2sVrlHlmX+8i//knvuuQfTNPnUpz7F1q1b+b3f+z1uuOEGHnjgAT796U/z8Y9/nJ6engoA6AtXO+6S91ntH/woYi1u2Eorx0p1kUwmr0iVWM0xV3OOFXWT67WZAkiUbGazKnVBJ7nUKRITqRJzWW1Rwnnu/Cy//72zJAsGgiQhCDqT6SReRaQx5OHvXh7hnc0WB6/rbJyoJLXliP0Ax0ZTPHJyiohXQTdtBl4b4Wdv6qTuEt7b5Wy0KlEbcFfl7CpJuEL9WUmIokgkEiESidDd3U2pVCKRSDA4OEixWKxKYi3kYy0XJd3i3Tsb+f7pGeZzGpZts6ctTFv0+uk/ZpluMDCfR5FEToxn2NXqWHP5XBLZkkGmZFxXcqxEzO9a1vHD55I4sC5CyCM7ptKagc9TxBN009YWIp3NI07FGZ1JEHJLlGyJzc3hKnBmuWiNePnMTe30zxeQRYFNDYHLelVemhyf7J3n9GSO5oibWr+LoXgRSRTxKA5NyLYhW9IdvdwyFaWomxR1m5PjGTTTJuyRKeqOx+ijp+fY1xnlh2fmFgF+zk7nKOkWIo64uEcWsbExbMfKzWnnQ8AtMZYx8MoOsrR63jgtVXtBopRFcMsSdQGFltZWGkNuJhJ5/vTJPkaTc7gEkwfWe8mGveiCm73ravj+qVme7YsjCc788OxUjt+5t4cnzs0zkiiyqzXMB/c0Ldti97kk9ndGqv8e4eJaW9BMEgWNkEe5qmjFjzKuddxw3333cd999y362Re/+MXq//Z4PHzzm99c+OvB1b7HmyI5rkWsJJFpmsapU6cIBoMravGtZXK0LIupqSk0TePGG29cE3CIIlKduYll1RubxS2qfLHEnz12hoxqESq3WzMlA1kU2N4SIeiRSRY0Xpk0+PB1n5Hz5atsACoKOwvj9dEUNT5XFY4/kSrSN5tbkhxX6tRSScJX6gCsJDwezyIy+ORsnOd7p4mn++iIuNnSXletKsG57v/w6hgv9DtjjE0NAR7Y2UjE68D412LDN5UpMTRfoC3ixbIh4pM5P5OvImgt275shTqVLpFVTcIeeVkUbyV008K4yuSgJeLlyEiaiNd2OIE4HEgEAVt2c8+2Rkq6xXS6yIaAwFsbVY4cOXLFDUZd0L3kni8XlybHvtk8sYDjEuKSBbrrfPTPFZhMl8ipBgGPRDJvlZ8dgZBHxrKhqBk0h0PMTGSqDve6aYHtdGBKulmlNgG4ZQHDEqj1K8zlHRWpkFuhLeJhNuu08+/cWEtz2EPULSKIEqZtkFVNBKAp5ObnDraSKpn829EpGkMuPLKEblnkVZPvnZrh2Fia/vkCUa9Ce12Igmby+LjJ5w/6MQppCjPznJuw2NHowe1yI4oi8zmV2azGz93koFMt2xFmmM85AJ2tTYElz55p2Q4YSLX5X88N0TuTYzLtiDS4JJGP7m9h/4/Ju/Fy8WasaP9/kxyvxeZqrZJjxWbK4/FcszjvclHjlbh1fYznLsxXk8ndm+txywJ//cIQR0fiaPkMpuBCls1FD6ANVYK3Iwnn7LgvzOYB2FgfIFDeURY0k++dnOL8TI5av4v37m6mMby0MrIsi5mZmStuACptt+p52A5t49JYibvH5OQkIyMj1+3Q4sySNNyySNirUDJsvtObYy7nQhZrGZnX8QY1kknH6y4SiXAmrfDshST1QTcCcHYqx7raDD91w/J+i9eyQ7ZtqiAXUYANdX6OjKR5/kKceFFnQ32AnGYQ8S0Gch0eTvHqUNKRCcTmtvWxZduWr4+keObsDPlCgZvsOd66Ibass8OOliBzOZVDQylsHKUXw7KZyWg0hFzct7V+idOGZVmkUqklGqaraVs712BxcqzxK4yXUcK27bQ3f+OOLh4+PlXmD3rQoyaD8SKyIKCaFqYF926p5727Gnn2n09g2TZKWfDeo4gMzOXZ1xHhmQvzxHwuSoZFyKPwwPZGnuydQ5ElFEng4/tb2NwYZC6nMZpwxNef7YtjYxH2euiqC1LSTeIFjcagm6PjWe7dWsenD7Ty8PFpVMNBoXbX+nj6/DwBl0S2aFDUTGIBBb9bpmTY2L4advR0YJomvnPHKakGxWIRbCiYErpaqj5P3zg6xQt98arE4l2b63jPToeSlVMN/u7lUU5P5fDIIvMJlWg0x8BcAcOyEAXY3Bjg64cnWF/nJ+r70QMCl7u/b9Z4UyTHtdg1XInKMTY2xvj4OLt27VpVK3MtADkLbaYsyyKZXCryfK0hSRKfvKGVHa3hKhdwX0eEv3xuiNf6Z3CbRTyBMNnpPHLZxV4SnLaQiMNvzJR0CrrJ7pjIlx/vI5HXQBCIeBV+464eavwuHjoyzpmpLHVBF5PpEn/94hC/cdf6RaR4Xdc5ceIEsixTW1uLLMtohsXAXB5BgK5aPy5Z5Nb1tTx4eIySYWGYDjJv0zLedVeqHCso32w2u6y6zmoiXdT5oycHGU0WsW2be7fUsbUpyFxOp7Xcms6pEqeSIp+9bQemaZJKpThxaoh4ukA+XyDqd+OVFc5fogyz8LNcSzQE3dQF3ExlVAIuibxm0R71IIgi+2p9mDZ87dAEn721o0qsz5QMDo0kaQo5Wpy6afFSf4IN9f5FVebgXJ4X+hPU+GR8SJyZyhJ0SxxYRtJOFATu2lTHrT2xakK6WiwUoAaWtK1XCoa6NDnet7Wef3x1jOm0imnbbGkMcLC7hnTJ4PRkltqAy1GkMW3SBWce95G9zdy12XHo2NocIJHTyZQMgh4ZRXLoG3dtrkORBE5OZKnxu3j71jrcskjALeFRRLY0Basbh8l0ib9/ZRRFEpnMlEjlDcJelbRq0RrxEPG6aI54sSyb7xyf4dMHW9nbHmEup9IS8fL7P7hAjU9xzJIlx4A5W3J8LC3LJuR1rockSXzsxna+dmgCQXZhWBadYRFfaZ7Dh0cwFD9Pn1FpjfmRJcdh5+neOd62IUbYq/CPr45zeipLQ9BNPKcxkrWpr3U+Q8AtVf1BBSBZtuv6cYemaStCr/8k4k2RHNcilqvyLtVnXS1S63oAOcvZTMXj8TUH+NiWxVvWXVzQDNPi5d5Jwi6LWF0DoiDQqYNbEeibzWNacMu6KO/Y3shLA3EM0+KuzfW8dPQMCV2lOeJUYNOZEo+fneW9u5o4N511iMuCgDvgYipVYiJVqhqyVgQMuru7sSyLYrFIpqjz+98/z3iqiGA78nP/5R0b6a7z88mDHZyfzuKWRXa0hgkto5hyueRYURHy+Xzs3r37ujZWqmHx1y+OMBTPUx9wY9nw/TOz5fe3qxVlUTfxuy+6oXiDEfoyEklNRDYE5ooqEVeJFleB/v5+ampqiEQiq4bN27ZNXjORRQGPIuGSRT5+YwvP9yWYz2nsag3xbF+clvDFtu1kusR0Rq0mR81w5mSVGVRlQdcMa1FynMqouGURWbQQypuh0WSJA1c4v8shSlcSC9vWpmlypH+GY+dmkPVBuqIKtZeh2Ni27YC8bJtEXkcUBD57awdTGQ1FcgjwkiiwqzXEoaEkg/MFsiUDWYL/fv8G9rSHq8cTBIH9HVG+eXQSBMiUdOZzGiOJErtaw9y5qY47yxJsh4aTfOX5kWqH5QO7m3jHtnq+f3qWf319gumMStTncsA5skPr2VDvp6CaNIXcTttZFPAqIudn8rxvdxPry+1wryKhGRaWZdMQdDGaKJIrmYDO9qYAX35ygLxqsr8jzCcPtNEYcnN+Nk/UK3NTd021aj4/Pg/2MIl4gqmcSUITMWyBJ8457hynp7LUBZzvrc8tY9ug6s5IpTIf1csiCzU/gcQIb167KngTJceVzpguF5cmx0KhwIkTJ1alz7rcMS9FPK4kKklZEIQ1s5laLi7lFGqaxokTJ/C6RIJhR8bMtm1kSeBX39bD5sZg1TsR4LYNF81znzgiLEIXemSJZEFDLvPpdNPGJTvHq3C+AGZnZ+nv768KGExPT2PbNt86OslYskB90I1t2wzO5/nu8Uk+dmM7bVHvVSkIyz0PxWKR48eP097evoTXtNr49vFpvnZonMl0Ca8iEvEquGWpCsCQBIGXBuIUNBPVtOms8TKeKtIa8Vbl4mJ+F1nVwLTAEGU+945dWKUcc3Nz9Pf34/V6yUsBTs9q5AsFtECGrU3L2/gUdZNvvjFJ31wBQYDbemp428ZaAm6Zd2y7iGg+NJJCNazqAmnZ9qL7FvbKBNwyibxG2KuQLOpE/coS6buwV0Y1LCrd0IJmEvbK/PCMQ5jf0x5awjtcq/jh2XleGcqgSC50Q0aMBmh2SYucMSpVpW3b6KbNPx8aZ2C+gI0z3/3gnqZFLeDWiIewV2EwXiTgkQh5ZF4cSLK9JYRLvni9d7aEeOTENLNZBzwV9Ss8c36ed26vr8r+qYbFX704imVbpAoGpm3ztUPjqIbFkeEUIY/CTFZjNqviUURs29mM+BQHJFXQzSrASDWsJW3vT+xv4fd/0Md83llbXLLEe3c10BHz8bcvjeJ1SfjdEi/0J0AQ+MVbOtjeEqKom+imjVt2qunu5hht9SnOT2eJGxpg4pUsHj40gJWewo1ArmQT9rnxSOBTBNIlk1jAxViySJ3fhWrY/PSNrUvO8ccVuVzuTWl0DG+i5Hi9sTA5VhzAt23bRji81LX9Wo650lhoM3Wp/NGPMjlWpO+6u7v5xVqF//3SMHZBB9uhPmy6JDFeGt1RhRdnTTSPc7ycarC9OYQkCjywo5GHj00i4Mw1drWFaYt4GBwcJB6Pc8MNN6DbIhOpIiXddgAt6SKe8qItCAJuRWQytXKqzaXJMZlM8vhrp1BiLWh5F2K6SF3AjSyJGKZVFiZf2Qbo+HiGv3l5FJ8i4pFFsqrJhdk8W5uC2Nh01/lpDLs5O52jxu+iMeTG55J47OwcP3uwnYJmIAiwocGpFHTTSVY1AQ8EPNTW1jpqMmNxvv3aKJZawCdZ/PuRAYpbGtnb3bCkqnyqd56+uQLNEQ+mZfP0hTgtES+bLvF5fOf2Br55dArb1sttwiAdNReTmCKJPLCjgafPOxZjzWHPIum2SmxsCNA/V+DseBxNNan3wg/OzJErOZ/t4eNT/Je3r1+RrdRqIl3UOTSSoiXiqc7Jjk/kedumLraVKTYVG67R0VE0TaM36+Z83k1nbQAbZ757aDi1yJsyq5pkSga3LPjZVKbEXE6jZQFyW5EEdMumPuTCp0iUDIv+uTypgl7lpWZLBtmiznT24vOayOu82B+nKeIlWhYWV3UHXOMWoafOR6ZkcPemWk5OZplMl7CBprCbA+sWA8Xaa7x4XRJtige3IuGVRZ7rS/CBoBvDokqtivkVXh9JY99s8+Drkzx2ZhYEJ8F/9rZOvIrEL9/awa89fBZZFIgFfXTX+ciWDHKKl/dtsfibQ7PMJtKIksxbGkXe+ZYOUkWTuoCLloibsNe1plSu1ca1OHL8uOL/qORoGAYXLlyoKs5cby97tclsJTZTPwreZEWsvSJ91wA0hDwMxwsEPA6HrLI4jiYKJPI6DSE3TQtANVtqFaIN9TzTl8TG5oGdjdzU7XgfHuyO0Rj2MJkqEfLKbKr3c/r0KeZVkQmrgVdfGmM644AkisUiB5tkNjfWcHw8Q8DjJLhS2ZljYYwlCjx2dpaCZrKrJcTN6y8u4guT4+TkJD98Y4CzxTCFZIaB2Wn8boldbWFqA27GkkXcssi7dzWxu+3idbdtG9M0nV1+TsfnklgX89E7ncWyLDyKQmPIzXiySKqgE89r3NRVw42dEV4bTrK+3k9z+RqVdJNsybl3W5uCyJJIQTVxSSI51eCOTbWLPlvJsHj0XIqsqeB2B5kqFNkUdXNieBorMbpI1s7tdjMcL1RnPpIoOPOsdGlJctzaFCR2i8J0RsWrSKyv9y8ROo/6lCua3oKTRN+5vYENYZtUOsOQppTNqR0EabKg882jU/zne3queJzVhmZYzOdUBuecKrA96sElCxjl9p4oioTDYcLhMF1dXQwMDPBaIoOt5pmYSONyuxFQmEgUYEEirGi9mpaNJF7scCjSxZ9btk1d2XTYsgRUw0I1LGoDLlJFo5ocIz6Fgm5iWg4a2LSdFnumZBDRTGoDLm7pqeHkeJqQR6aYz2JYNjd2RnnH9gbu2FTHcNwRQu+u9ZFTTf7x1THGUyWaw26CHqdqj/kVwl4FAZjPaY6BuHBxzloynJn8K4PJst2WC1GAY+MZvnl0ik/c2EqN38XbNtZyZCRNQ9nhI2Fa1IX83Lajga3d7QzO5dAKWYT0BHJ8kEZZJibECEqOFu1PMvL5/HWB6X6U8aZJjtfbVtV1nUKhgCAI7N27d82k0FbKnVypzdS1VI6WZfPoqWme75vHo0h8+IZWtrc4ZrbDw8NomrZEfq4j5qMjtvih+/6pab57Yqq6Y//g3hbetrEOSRSQJIm3ro/yjp1Ou/LS69dV66er1k+xWOToG69j+Ov4u1MJVL3AdMYhLb9jWyNeQeGZoSy/++4NjKdKvNwfBwFu31jH2xdIis1lVf7mpWFk0VHvePT0DIZtc8em+uq1Mk2T8+fPk8/nGbZqiPglBkZT1PidxevEeAbdtLhzUx2aafHQkQlqA25aIx5M0+ThY1M89MYk2ZLB9uYgu9tCDMfz1ZaX03IWqQm48MgiX3r3puo8r6PG66ADNRNFEpjPady23tksdMZ8/MadXXz90AR5zeC+bfV8+BId0dFEEdUw8bklfJKIoQlMF2HPtnb2r68hn88Tj8c5c+aM47OnuogXRFpjTnWkGxYBj0z/XB7bhuawu8pnbAx5rmq6vJKQRIH6gILHUjg/Yy2qLhVJIK+tfiM3mijyVO8chgW3b4gtEW6fyarMZnUs28Yji5ycyLKnLUTUv/xGVhRFuhrCJCyN5rAbVdMYms1SSkzwxhszVb/KYDDI7etrePp8vGrlFPJIPNU7R141GUkWsW1nc7G5MUgir2Ha0BJxQDkLeZmyKHBjZ5Qne+dQTQtJEGgKe9jUEEQzLSZTTlV4U3cNP39TO8ePHWXnro14XXL52l0Un9dNi795aZR0SSfiU3hlMFmeY1tkSzp1ASdZhr0yt3THeHkgxYU5R1RCFkU+dXsbR8fSyNLFOXLQLdM7cxH8dd/Wenqnc0xlVGzbEaOomHrXBlzUBmrI5928cipFoHkdUTfIWm5FBs8/6viPyvFHHBWum8vlYv369Wt23JW0VVdjM3Wt1JDvnZrmX4+ME/EqpAs6X37iAr/39vXE43FqampWJD83m1V55MQUdQEXOdXg7FSeL36/lxf75vmFW7uqiftyx7kwk6NvYp7s7Bj33LiNvz0yj1Weu6WLOqZl0zudZWejB2xH7upzb+vm0wc7QGDJzGtwPo9mWNSXZ4+SKHB4OFlNjpZlMTY2RkNDAzt37uJbo71VhwZZEhF0C9UwEXEUaRwEpcZUqkhzyMWz5+f55rFpTBtCHoUz03nqAgrYsL8jyOYGP72zBURBQBbhP72ta9GMrTXi5af2NfP907NkSyY3d9dUFxxwWls733t59w3TtqkLutAtlVS+REGzcftgd2tokfB3R0cHhmEQmZzjnw6Pc3IghSwrbGoKcWYiRbEMwPa5ZN6zs2FFdk8rjZJuMp/X0TSL/R0RnuydJ68aiKKTGG/uXh1vdCRR5L88et4BBQnwXF+c3723p2qWDNA3W2BLo59U0REwaAq7aavxXtblw7Zt9rcHyFoaF+byYMNNm5p5765GsMxFrvONgQC3t3uJ6zJ9cyXymsWx8SwnJzKsi3nZ2hjg1GSW+qCCali4ygnnjo21S7igH9jTxIWZHBbO/NnG8fhsDLkZSRSRRYGeOgeBLQlUEbzZksEbo2nHwqwlWBU7bwx5KBkmWdXEJYusr/PTO5tnOqsS9sr8xp3deF0Sv3NvD2+MpSlqJhsa/LRGvEykS+jmRfPugmayteliQqkNuPjP9/TQN5d3KD/1gUWtUtu2+d7pOX5wukBoZBRBgJ850Maebc3Ytk0mk6leR6Dq+xkMBn/kWqz/MXP8EcVCROju3bs5fvz4mh7/aslstTZT11o5vtA3T8RbEWqWyCYLfOfF49zVHaKlpWVFVXK2ZJQrRuidzlUBNVnV4O9eHuZd7ZfnFX73+CR//+Iguq7h9XoRaguouulUnOX/NNPCsGyKhoUgXBQCD1xGfUORRBY2CgzTxl1eYIrFIkNDQ0Qikepm58bOKE/1zqKZFjnVwCWLyJZQnTc6bTTHYcSyLI6Np3HJIqZtI4siHtlmOKnRWRvA53bxh+/cwMuDSdIlg53NAXrqg0uc0jc3OlXGtURzyINXkemulUi4YNrW+dANLcsCH2RZpqe9if/S3MBMpoRaKnJ2dJY3RqeIup1EmjVcHBtLc/uGWizbZjRRpKRbNIXdl02YmmFxbDzDuakMrwylMCyblrCnqkObKhqYWomSqvHADXV87vZOvnlsCt20eef2Bu7ZfNE817ZtemdyDMwXCHtkbuiILBEgePLcHLphUVcWwE4WdR4+NsWGBRZXAY+EbTv8OoDZrLaEI7kwbNvGLUt8bH8LU+kSLw0kKRkmJyYy7G0LLzJ3fujwCN88Oo2qG2Q0i4PtPjRbIeCSmMtqGPXO9+DCbI62iIeZgsHdm+o42LV0E7C1Kcjvvn09j5+bQ0Dg3i11VXT2jhbnelu2Xe12CYJAqqDz2987z3xOA2x8isSv39FVlZGzrEqCg+aIh/aYj/FEkS/c3U1LeZPoksUlM8o7NtRydDTN+RmHFlXjV3j3zsZFNJegR2ZP2/L4ism0yjN9SWp9EjUhNyXd5GuHxtne7NBTKm3sdevWoes6yWSSyclJMplM1fezpqZmzUzfF8Z/VI4riNW2QQ3D4OzZs4iiuAgRupZxpeR4LTZT11o5ehSJdFEHJEqlErl8jp7d3QSD+mUTmmY4tj2aYdFd56ch6MYlCQzH8xRUA0UW8btlGkIeZjIqmrl8WzuRV/m75/vwyTbN9VFM2+abb0zwqYPtHB9Pk9cMwl6linYs6jZ3rvNeNilWYlNjkIawh/FkEUl0kvZP72qq8kJrG5uZzZsMzedpr/Fx3/YGfC6JJ87NMBwv0hZ1NCdt26GdmJbNtqYAG+odKkAs4MKwbAJumUzRqJrOBj0KDREfblni3m0eLMuq/ldZbERRrP7/a42IT+H+bfUcHUvjE022hg32tl3Z51ESBbwumYAnRChn02H5CXuksvdihlPn5qnVZ3h5RmQgZSFLDt3jUrsncBbu75+Z5cJMjmcuxMt6oCLnZ3KcnLgIwjjY7sUvirzQn+Cn9rXwJ+/dstyp8epQkkdOzOCWRTTT4vh4hs/c3LEIKauXlVgAdNMRCUgVdP7b9y/wvl2N7G4Lc2NnlBPjWSZSJcDpKNy+PrbcWwIX52+GZfNnTw/x+phTlbkkkV+6taNqtNw3V+C7pxPURfwYpkVmJsepWZ2usEkuryJLItOJDMNxB8U7ldEwTItvHZ8iWdLZWBdgPF2iPuDitvUxfC6JLU3BRVVvJUq6ySMnZzg9mcUli/TIJvuAJ87NMZ/VqC/P/pIFnUdPz3LnplqeODsHgsMZraj2zOU0ump9NCwjqLEwXLLIb93dw9B8gd7pLN87Pct/efQCjUE3v/q2zqu22HOqgShcdOTwKBKpokFJt5aIPiiKsqzvZ29vL7quE4lEqlSltVhzc7ncf1A51jLy+TwnT56kra1tkZZmRVVlrVoBywFybNumr6+vSkBfTY/+WuegH76hlS8/foF4OolhmHQ2xrhjawvxqdFlk62qm/zpU/30z+URAL9b5j/fu4H2mI9XBpMUdIdL11Xnp6SbThUp2AzM5WkVPTSUv2yapvHqkeOIokg0EnTmIIKAKMKmpiCfe1s3j56aRhQE/tMd3WxuCmKpRSbHR6/6mXwuiV+4pZMT42kKmsmGhgBiIcH58+N0btrOV57tJ5nX8A8abGwM8MkD7dy1pZ67ttSTyGvkVQdAYVg2k6kikmDTUeOrqu28a0cjh4ZSzOdUbGwCHpl37Wrk5q4a3LLzpRZFsarh2jebYzZTIuiW2VDvdZwODANBcOaxoui4Mkykirw8mKJ3OkukDHy5HC2lLujmni31ZDIZpqa0K97/gmbyz4fHGYoXwbbpjHnRTBuvS8LtC+CzXNy1MUY2n+fk5BghUQdBIC+6+NdDo/zG3RsWHT+R1xlNOLqj4FA3ZrMaXkUiXSbAA0xmdDqDArYokFdNYsusU7btmOzWB93VZDiZLjEUL1SrKYC3ro/xQl+cdFFnNuvwQ/e0Rgh75bKEmgMC+8VbHF1V27ZZF/NdsVVcSY5Hx9K8MpzEspxNRE41+F/PD/PunQ1Iosh0uoQgOPNCSZCqNBaPL4TXJ+KSYC6nYmgaWVPF51YIuhUKus2rA0lOjGVoiXo4N51jYD7PZ27uWFYtCOBfjkzw6mDS8bmUBZ4dM7g5WSRVNFhIBXXJIpmSwb2b61hf5yeed67/6cks46kSe1pDvHN7wxWNoyshiwI1foV/PzWLWxGJ+CTieZU/e3qIL7970xWfrcaQY8ZdNGzCts18wXEuCbivnNwWtv/b29urAhgVMQdFUaqgstWoHi2MQqFAU9OVwWM/qfj/XHKcnp6uVmyh0OKdeKUyW8vkuDD5rJXN1Gpjc4OPD3fbjOT9dLa1cFN3jIhPIXmZNu3LAwkuzOSctnOyRMmw+M1vnyavmuxsDZEs6EynS5yeyBD2KNy3rZ4vP3MBgwyCNM4H9rTwzs1hTp06xY4NXdSNThLPa4Q9MgXNxO+SaQx56Kr1c+v6xSjNnKWtuHXsd8sc7HZUV86fP0+pVGLfvn18/fAEed2i1icRDbs5O5Xl2GiK/WWxgxq/ixp/BXVo0VPrGNUuvB9Rn4s/fu8WTo5nsGyb7S2hyy7Cz/XN8/1TswgCWBa8pSvCe8ttK9M0MU2Tkqbz9SNTPNefYDhexKNIxPwKx8Yy/Ml7N1N/FZ3Qq4HNnuydY2i+SFPIhQ0MzBd5S2eEkm5h2Ba39tSwoSHA66MmwWCAprAHy7TI5guMz6U4fPhwlR+4UOhdkYSyca5dRUKKggNASRR0sCU0C0TbSaDLnjtO2/tSOohxiePEpsYAv31PD989OU08r3NwXaTaLhSAmazjk+h3X96FY7nrJggCo4kCumFXK15REMipJsmCTm3ATUPIjV3WSZVFAZ9LIq85SOX6oJvtzUH2tof5welZ+ucKyJik8youwWQyK7CzyUewzHedSKlMpVXaa5Zueo6OpvnOiWkkUah6KAq2zWSqxN72EE+fn6dUHjnkVYO3rGtAEAQ6Yz6mMyr9c45izXt3Na5IaWhhTKVVLPviNYj6XcxmNHKqeVnhdoCwV+ETe2r5+hszTGU12qIefu7gUou+q4UkSVUJQHDGH5eqHlVasCtVrSoUCv/RVr3esCyLvr4+crkc+/fvX7ZiqySztUJcLdT3XCubqdVGZa65d8M67r9kh3W5GWayoJNTHQNYjyziFUT6Z3MEPUoZveYi5JGZz2v8ytu6+NLjfWimTcQvIckK/3poGDEB99+8C5fHx9amHI+cnGIkXqAl4uEP3rVl0cBfMyy++uoIrw0lCSgCb2s22bnCz2cYBidOnCAUCrFz504EQWA2qxJwyWA51ZZLEpyFfEFUEmMFRLTcFz3gljm4AO6/XJR0k8fPzNEYcjiTlm1zeDjFLT0xGkMeZFnGsiwOD8S5MFcgntPxuSUsy0Y3nVbs6yMp7tu2Mr3ey8V4skTIIzmfBccFQpHEatuwEk1hNyBUASUFW+HGja3sv6G5asE1OjoKgoDf9hDXHBeIiZSKS3JQnJsaAkR8ShkcIpBVLT6wu/aymwdREHjLuigvDSSIeBWKZZJ7xzLJY3tLiO0tIf7s6UHymoMmsmxn3ha8SqWyXFSSY3etD1EU0AwTSRLRTZuAW8JV7gJsbAjw/t1NPHzcQWMXdYsDXdHqfHU85agIfWhvM3/5wjATSYNYwEd71EtuNIVXEZifn8c0TbKWQiaTxoq4F220bdvmuydnCLodKoZXEZnPaXhsp0rc3Rbm525u5xtvTKJbNu/Z1cj925x56HeOT/PKUAK/S+boWJq+uRw/d1PHiqrGSoS9MqZ9ka5S1J37510BT7E9LPMbN9fR3Np22Yp4teH1emlpaaGlpaVqAbfQWHwhsOdyifg/2qoriCvtYirC3bFY7IoV25X0Va/nnCoC12thM7WaqIgZ7NixY9m55uWS4/oGP5mSUfWOK5kWdUE3qYJBTjXwl3fVrVEvLREvU6kSfpfTXlRLRTRNo7ZtM4FAgO+fmmY0WeD+7Q1Yls1kWmU+p9K9gBz+v18c4slzs4S8CpMFg7+ZKbF/Z2lZn8aFUVEx6uzsXNRa2VAf4InZNBHFSUCa6bRMK7GSxLjS0EwLG6pVkSgIiIKTfCohiiKJgoFXkRwbpHIVpZm2I+5tWWiahiRJ1VnlkeEkr49liHhlbmlfmkReHEjwL4cn0EyLOzbW0hR2M54s4XdJZUd4c5ERbyVaI14+vKeJb5+YRjctNtQHePfORgRBWMQPVFWVurl5DvXN4okW0WIemmpCRMMBcprD//uV26OUsglsXaOn/sq797dvrSfgluidydPp9XLXprolCOSF8YE9TfzDq2PMZDRMy+Jgt5OoVhuV5LijNcTBrgivj6SxbBu/S+JdOxoX2S19YE8Tb90QI6safOf4VBV0JggCkuiAcd6yLsr/fP9Wnr8QZ2C+QNAj013r5ex0Hn/IT0E1WOcFoZji9ddH8Xg81WpccXuYyThuJ8mCDraNZVsEZfi3NyaZzqjcs6WOOzcu7qbkVYPDC4QPbFtmcL7IVLq0KrPqtqiX+7fV8+ipGVJFg2RBY0O9n0NDSW66yiaw4pm4Vonx0lhoAdfV1YWmaYuQxIFAoFpVLqS6XU/lmEgk+NCHPsTw8DCdnZ184xvfWNaZ59577+Xxxx9PAS/Ztn3/So//pkmOl4sKQGPjxo3U1tZe8bVr7b9oWRalUonZ2dnrFrheTdi2zeDgIIlE4opiBqIoouv6kp9vbw5x6/oY3z81Azgzh6jPxYEuHxdm8szlNDpqfPzWPRtQJJG2Gi8js2ncehFBkvD5fLTXOsl4aL5AyCuXZ28CXpfIcLzAjetqsCyboXiBx87MEi7LrykCZPIWpyczV0yOiUSCc+fOLatidO/WeibmUxwfTaIrGu/c3lAlw1danZVF83oSY2WRba/xMpooEvO7yBR1wl6FhkvapO01Xl7oi9MZ83J8LINhOfPAuoCLA92xRfPpH5ye4R9emygDjWyePifxiztdTKVLnJ3OMZUu8e3j0wTcMpIo8PCxad6/u5H2Gg8jyRLYNnvbI+xpXx59uKstzI7WEKZlX3axc7vddLS20NF6cVcfj8dJJMZplmViNTEiiklWEVGtlc283rqhlrduuPJ3sBJtUS+/fkcXMxkVr0uiKeS+pntVuc+yKPA/HtjEo6dmmEipbGzwc9cCNG0lKp2RDfUB3hhL0xwWMSwb26K62fAoEvcs4Nyals2h4SQjiSJ1ARc3ddfgLcvzFYtF4vE458+fJ5FXmUmamLZIc8jNbE6joNtsqrFpCLl55kKc2oCLfZfYP9nV/3PtUdJNnjjnqB511HjJTGRoDrkZTRT53UfP8ws3tfOhyzjCwOoNha83XC4XjY2NNDY644lcLkcikeDs2bNVec2amprronJ86Utf4o477uALX/gCX/rSl/jSl77El7/85SWv+/znP8/jjz/+ceAzqzn+mzY52rbNyMgIMzMzy/oCLhdrmRxLpRInTzrO2ZV231rFpU4DC6PCm/R6vVf1nLxc5SgIAp97Ww8FzWQ2qzoIOa/Cz97USW3AVdZJvXjcz93Wzm/+21EKSLhkF+/aeRFk0hzxMDifJ+RRsG2bkm7REHJjWTbfPDrJifEU6aJOqui4WPgUp/LxXEF5Y3x8nPHxcfbu3bssPNytSHx4TwM3Ndps2bypmgBs2652Bi53XWzbxrhC0gDIawYPHZngzFSWgFvmge0Of3BwPk97zMd7dzUtmQftag0zGi/yL0fGiQUUFFGkJeLhpu4aaoOeqkqNZVl867jTeqtoes5nSzw7bPL662cxTJt4QaOkW2xtciGJAgG3xOGRFH/63i3E8xqiIBDzK1d85kRBQJRW9kxeydg5k8ng8Xjw+/1XNXZebQTcMoG661tiFn5XvIrEB/ZcnTIFcOemWgqayfnZPKIg8I5t9XTGlq9cJVHgYFcNB7sW/1wQBE7PqnzjaBbDUtjbFqOtZp50QSWeLyDaEHKJyKJzDJ9LZGi+sCQ5+l0Su1pDvDGWIuiRyasW7TWeZTsDy4Vp2fzPZ4c4PZXFI0v0zxcQAd3UHbqSafPVQ+Nsaw6ytXn5Wa5pmlc0dv9RhiAIBINBgsFgldc7NzfHww8/zIsvvsj09DTve9/7uOeee+jpWbki0yOPPMJzzz0HwE//9E9z++23L5sc77jjDoDsas/7TZMcFy4EhmFw+vRpXC4X+/btWzHAZq2S40KbqfPnz69pYqygI5c7ZgWF29HRsSLe5JXk7YIemd+9bxPnprPYts2G+kDV/WKhEHMymWR28CxfvKuZ82n4xuksj5yY4tFT03z+rvXcvbmeoXieyaSjCrKpMcjBrhhD8QInxtO0RDzc0BHmuQtxzkxl8cgiLX6B/Z1L2xu2bdPb24uqqlel3wiCgCJW+JAra6Oem8ry9cPjFDSTrlofH39LW5VvuTD+7fVJzkxlaQy5KekW//rGJL95Vw8NodYlr03kNR56Y4LZjEZ3nY+7NtfSEPTglh26x3RGpaiZVfUaURQxbHBLQvVea5rOoSkbSVaIeGU0wyRTNEgVdWJ+F5ppESxXkVcD9qxFLHTImJqaIp1Ok0qlGBoawhBkilKAYDjMhqboNYsO9M/l+epr46SLOge7onxgT/Nl52uaYfHV18Z4aSCJzyXxqQOt1efnShvJK35GReKDe5vRDKvKxb1SGJbNK4MJzk3nCHsU7tgYYzqj8uUnB3HJTqv9W8emifoUNrfW4lEkToylmEwVESzT4QWaCq4GF6ZpLnq2BUHgg3ubaAy5GEoUaQy6edvG2hW3OCdSJc7N5JEFgemsim6Y5DWLiNdR9zFMAZck8tpwiq3NIWzb5uhYmuf74ngViffsalxTFP/1hizLvP3tb+ftb38773nPe/jiF7/I8ePH+fVf/3VGRkZ46aWXVlRNzszMVMcxjY2NzMzMrO15runR1iBWS6xfGNebHJezmar8fK0SZEUW7dIHdW5ujgsXLqxKLP1qhsA+l8Te9shlfz82NsbExAR79+5lamaOB58fQZRdRHwuSrrJHz3Rx999fDe/8tbuMlTekdGqgAEEoUx+LhrUBlyouklPvR815ziTty6Yp+i6XkX6btp0Zeh55bPZZZL1ShLjfE7j718ZJeiR8Sgir4+mGE8V+a/v2LRELeTsVJbGoBtRcFCN6ZLO0bEUNT6X4y/ZGEAUBPKawW999yyzWQ2X5ByzJezhXTsd2LpmWoiCgHKJldM9m+v47olpvIpIOpsn4HXhdrkQy+cf87uYzmokcipmWbT8o/uaMcu+fh5FXDWS8Vojq1k8O2YieLxsaezi/FSa2VSO4oUEgt3HO7fU0N1SvyyvbSxZJFMyaIt6F83+ptIlfvd75x0+oizyjTemKOkWP3Og7dK3B+Brh8f5wZk5wl6ZTMngy08O8uV3b6Knzn/d3z2XvLKE8Mz5eV4aSFLjk0nkdf7xNUcFR1ig7mTZjpdlVjVIFw2aI467zGw8QdQXpcsDPX6do0ePLqE5KJLIHZuWtoFXEjbOvDRV0HArjr9ktmRS0AwKukMxsrCJ5xyXj2cvxPnSEwPOPN22efT0LL99MEQksvy1iOc1zk5lEQSBbU3BH6tDR6FQYPv27Rw8eJBf+qVfQtf1RYDKO++8k+np6SV/94d/+IeL/n29I5bl4k2VHKemphgaGloVsX5hVMTHryVM0+TMmTNLRAUqCXet+vWXImoruqzxeHzVYunXrtVqVUm9lc+aVk1KukW93/mcHkWipJsMzOW5oSNCW83illRz2INc5pvNl1GxrREvmxqCnCpkmc6Uqskxn89z4sQJurq6aGxsvOK5mZZNUXc2OKsB3kylS1XFkmf6EmiGxbnpHMnCKf74vVurFZAgCIS9MgXdJOCWsW2buazGt45OEvQ4nnf7OqJ8dH8LZyadJF9RcPG5JIYTBSbTJceY1ra5uSeG65IK4GM3tiLbJk+eGmN3e5Sfu62HH5ye4fFzc9T4FCygJeLhndsbqPPLbG8K4JFF/uiJfubKbdX37Wpc1ngYnCpHwGnlDc4X+KsXR5jLaexoDvKZm9urVezVIqca/I9nJpnLG3jcJb5zYpqtjQFu6nYW8blcibGSTSQeZ2BgoApOiUaj/OvxON8/PYMkOlXLf33HhqqO6omJDKpuESsr5ciiwNPn5y+bHF8eSBLyOGARRXI4nycmMmuSHFcaR0ZSNIVcyJKI3w2TqRKK7CSeSpiWTVPYzefv7CZbMgh7ZTRN46VjBTZt6qAt6qlWg6VSiXg8XqU5hMNhYrEYkUhk1WtJc9jtAL9syio7Ag0hF3nVQDMd1KwkCJyeyjE4X+BrhycwLIuwx8EKJPIa3z2XYdu6pXzCmYzKnz49SE41AZuwV+bX7+imNvDjMSAuFouLRmaXMg2eeuqpy/5tQ0MDU1NTNDU1MTU1teYsgjdNciwUCszMzLB///5rTkSyLF9T5VgoFDh58uRlbabWMjkuTGiV9rHb7b7qfHHZEFbv8lHxfIzFYmzevLm68ES8CpLgDP49ikS6oDGVLvEvh8Z4dTDBx25sq7oWgMM1/OkD7Tx8dBIAv0umpz6AhQPbr+y24/E4vb29y/JSL41XBuL8yVP9qLpFY1Dm/Z0mncUiHo9nyQJ5dDTF3708Sk41uHV9jNt6Ylg2nJnKoukmiiwiixLTGZVvH5/iZw60V//2wze08jcvjZAtqRiWRV5z+J8e2QFhHBlNcnNPDcstyR5F4v7tjWiGRcgjL7vLzqRS9IgzvPuje6rtoU8dbEc1LV4eSDiyYnd2c1uZI2pZFn/xzCCJgk5D0IWmW/zbG5M0h1y01fiqz4Vh2bw6mOTsdBYRgfX1fv725VE0w8KjOCo3WdXgv9634YrXuRKHh1PECyZRr4THo6CbFqenclXko1uWcXldbNjg0FQKhQLxeJzHDp/jmycKhL0ybtlFybT44ycH+NuP7gCcZFhxspBEoapoc7kIuCXmc9qiKs/vuigO/+NoByqSA9wpM0OwbLi1p4azUznmchpC+TUf3NNM/1yex8/OMZ/X2FjrocctLUHiejyeRTSHdDpNPB5naGgIWZarVeVCc2fDspGEpch9RRJ564YYL/THMW1HmtHvlplKlxAAlyRSG3SRLhr0zuQoaMYiCzdRFEiry7dVHz83h2pYNEecdv5MRuXZC3E+sOfHQ8y3LOua59wPPPAA//RP/8QXvvAF/umf/ol3vetda3pub5rk6Pf72bVr13Ud41rMia9mM7XWCNjKnLBCY7jUuNeybB4/O8urgwmCHpkP7m1Z4q6RKxn8/SsjnBhNIBgqnwun2dF69VZsNpvl5MmTbNiwgbq6iy2emUyJZweybK51cTquk1cNZrIqu1vDdNf7mc1oPHhknF++fTFioavWz+fvXs+HbmjhK88NEs9rmNb/y95/x0d2V/f/+PO26TPqXVpptavtvbj3hhs2LmCqIZgQHEI+gSTEQICEhGBTUiAJDth0AjgUG+OGe1+vtxdJq97rzEjTy22/P+7MXfWVdtf28v3xejz8sC2N7ty5c+/7vM85r/N6mawvkVhd4aOvr4/h4eEFnUryGJxMcfcT7ThlkWKvwkgsy/+2mRS7LNeKkpISysrK8Pv9dIeSfOnRNpSctdODB0fQDZMLVhTz7Rd6MHKzYNUFLlTdyGldHkdTuZe/u2olg5OWdN19L/fhlKbQ/gWrbLyu2k+Zz8loNI1DlshoOtdtqFiQSDE0NMTg4CBbt26d9pldisQnL1vBJy9bMetvBEGgbyJNZcDaTe7/RgAA5j5JREFUBLhFEzGlMR63nCjy99+hoTiHh6JUF7gwTGthi2U0W8u0WBLY3x8loxn2GMNC0AxzGonSq0jEM1pObkwgmtam6Y56PB48Hg8dKQ+etm6cCqjZLIaq0R8XGBgcpKCwmNFohoxm0D6ewK2I+JwyH7547qwR4I7zlvHlx9sJxrMIAtQVubhopRWg36zM8ao1pfz64AiO3AxlTaGLs+oLWVnm4bm2MKphcH5jMcmsxn+/0MvgpCVZuK8vwnK/SdOq9DQLuKnIz/zlxwwymQyhUIienh6SySSiy8fzQzCcMPG5FN6zo3qa8hDA9RvL6ZtI2QLkBW4Fv1NiIqnaVZGJpIrXIXHRimJ+vm8YWdDRc+IT60rkOYNQIqOjTOEgKJJVDXozcCouTAB33XUX73rXu7j//vupr6/ngQceAGDPnj3ce++93HfffQBceOGFAP8H+ARBGADuME3ziRMd/4wJjqcDSwlkU8uZCy3eC5FeNN2geThGWrPmzRZTqxdFkVAoxMDAwJz9xYcODvPT3f0YJmR0g/19k/zbuzbakm4A973cw4H+COVehXAkzX8/380Xrluz4OhEXgt28+bN05rdwXiG/3qum3gyhW7AynIfqyt8tI/GWVbipnUkRiqrMxJLk9WMOXs4y4o9fO6a1QxF0ngcEn3N+2hpaUFVVXbs2LGonWF3MAlYw+9mbnccSqqs37wVGcMebo/FYrweUkhnVQoCljJOAJkXO8L8+ENb6Z9I8qv9I3bmqhkmW+cQZM5T/k3TpMLv5PXeSXwumYBLxuuQqCl04XXIfPWmdfxi7yCjsQxbagq4buPcw/758Zt4PM62bduWtBsWBIuIE0lrFLoVdBMQRMoKPDgcDnt8ZWAihd8hYhoGggBeh0hGO64Jq+UytcUOlm+uCeCSBaIZHUPUSWkG164vx6VI6IbJlWtKZy3SYHkwAiBKeDwKk0mVlSUKhq7zq5cOc3hc5bJlHgaTAhNpkxs3VXLZ6vlHQLbUBvjaTWs5MhTDpUic11hk94kXcoo5ndhSV0DArVgeqE6ZTTV+HLJIZcDFu3dUE0mpJLM6jzeHSaqWjVmBWyaWUpnIaLzaPWk5hSwCTqfTJkQZhsE3n26nKxjBK6hMJgX+86kof3NFI8vKi+zPXlfk5v9dupyWkRiyKLKpxs9YLMu/PtPFcCQNCNQWuthZX8gFK4qIZnRe7AjjlETevrGMnf5J9vTH0EjSWOqxmbtblwU4NBTFKVtGAGnVYOsJNIBPJ06lV1hSUsLTTz896+c7duywAyPAiy++CLDkhu8ZExxPxwOw2OC41HGJuY6Z1Qw+/9tmDg9Gc4LREl+9ecO8dHHAnveJRqPzBuRHj4wyGs1YXnoCDBomjx4e5U/OrwegdSTGT3db1jItQKnLRMikeOjgMHecXz8reJmmSWdnJ5OTk3NqwR4aiJLRdMp8CqmUhuJxMJlSkSWRJ5rHmEyqGJbyGL9vHuX6TXOXWwJuhYBbQVVVjuVKoVPLtidCsUdBNwx000AURLKajsch4ZJFBEGaNjM1+HoP6WP9HBuJYJgWVb6xzMtkSmX/QBTTNBmKpBmJCnzwnFouX2BhHo5mGImmUXWD/nAKRRb53NVNBFzWdSr0KPzZhQ0LnrthGDQ3N6MoCps2bTqpe/kDZ9fy7Rd6GI2m0U1rFGF5yXG9SkmSKA24GU/GCYiWJFyBS6KxxM1gxHKsFwWBO86rOyEzM4+KgJO/ubCcXx+dRBUcnL28iFu3Vs0KrqZp8npvhNbROOU+B5evKeWO8+r43qsDgEGJz8lnr2miusCFJyizwpVBMrI4xAQePUUkOMTwMLMGwKeiocQz57PzRmSOo9EMDx0aJZbWOK+x0O7tNpZ6KPM5bL/FPCnqubYQDx2ymJDD0TS6fjxgm5jIgqXcczIwEBiMG6yoKkUQBHRdpz8Y5WB7PyM97dMk2SoDzmlViwK3wheuaaJtLIEiiWypDdibis++bSWZyw1bLvAzvxgmygiyKCII8NELlrGltoCz6y2Jwqdbg4iiwPvOqlm0tN+p4lQzxzcaZ0xwPB1YTHDMs2GXL1++KMHb+Y759SfbefTIKGKO4GGYJt96tpNv3LpxzuPous6RI0fQdZ2mpqZpi0QioxFOqpT5rMAUy2j2qEBK13ms2QqOWc3giw+3ApYNU0rV6Y4YFLgzvNAexMTkYxcuR8wtbjM3AQstMrbZtAAFLhmPQ+LZtmAuOFk2Od97tY/rNlbOe5w88cbhcNDY2Djna+aCNWri4ep1ZTzePG71SxD47NUrZ72XIAisqi4mrvaj6QImJpmUzllSmm89/BrDYagvciJJMtG0SiihLvi5X+kMgwDn5BbIcCJLy3CMC1fO7xQxFXkWbnl5+ax+9VJQV+Tmc9c0MRbN4nFIs/wFAbYvK2QokmEsbm1YGkp93HF+PS93hgnGMzSVedlU7UPTNFtU/YTvW+Dg/51XPq20PxM/3zvEz/YM2RZjL3SG+dL1q7l0VSnxnAB8PqBW+C2/w+oCH16vl6wjzZoGH9lsxjZ2zhsUBwKBEwa+0x0cQ4ksf/3rZqJpy6ni+Y4QH79Y521ryzg2Gue+l/vQclq079xaRX2Jm98cGqHM68j1JQ1aRy3fxLQqgGnid4tzVicWA0mwNncp1cDjkBBEEYfTxaa1Ddawf068Ie+1ONXcuW0swQP7holndM5uKECRpp9DvrS+rz/CcFxnda0LQRBJZnX+b98wW2oLEASBS5pKFnRGeaOQTqffEBus04UzKjjaC/RJ4kTB8XTZTO3pneR3OfUZSYTJlApYM29zIZVKceDAAerq6vB4pu+OX2gL8rUnOzCxSAt1RVYpU8t5vymyxVIDa+FOZDVqizwM5PoPYAkQl/kdvNwR5ur15TSW+uz3nNnTnImNNQGebQsSTKTJpDScksY7NlUxGstQ6lXw5ViEIhBNz9+LyPduN27cyJEjR05wVY9jquLNxy5s4PI15UwkVRpK3PNa8ezrj1DmVSxyk2kJTU8KLqrLfChjI2SzWTQtiWaKjIZjZLPZeVnARm5nnYcoCHaf5kTIE7lWrFgxrYd7svA6ZJaXzv9Iep0yN2+tIhjPIgpQ5nMiiQJXb7A2eYZhoOu6/e/8fXsqFlyqbvDzvcP4XTJyzjezeThO60icuiIXvzk4wtBkmg3VAd6xuYKzGwoZjWbom0hhmrCuys/ZK8uRRcEeAA+HwwwNDdHa2orP57PJKXN9R6c7OL7aNUEkpVHstSoDaVXn53uGuGxVCd97tR+XIuF1SmQ1g//bP8zNWyoREWwWak2Bi7RmsK02QFcwSalbYEuJMWf5eT7ohknLSJyUqrOi1MN7dlTzg1f7iaZVDMPknOVF1Be7p0kCgkWmO9A1zL2PtjIezzCeEqgpcuNzu3j0yBiGCbdunb3hT6vGtOvokARi2Tenr7gQEonEGaurCmdYcDxVzMdWPRWbqbl6jocGIzgkIbeoWrqNkZTKtdWz+1F5tmae8NPV1WWf43gswz2/b0cUrIUxrem0j8XxOSWSWWuO0C3JnN1QCFhlFCmnE1lX5KY7mLAEsDWDgwNRsprBN5/u4pMXVTLQ1T4vyWgqyvxOPn7xcp48MsjIeJa3n72MNVUByqMZvE4ZNefqPpnWuXxN2ZwL1VKIN1Mxl+LNYhYZRy6rzi9wiYyGQxI5Z3kRT7YGkRwSihMySZXNlQ4OHjwIWD2K0tLSaULIZzUU8XJn2FamSWa1RWWNk5OTtLS0sH79+hOycE8nHJJI9QLEj/x1zPtT5oMlYM/XTg2UJ2KD5gkgeTEeQRAQBYhlVO56qIf+iTQOSWBvf5S+cJK/vmIFt2ytYjKlIgoChTnpwTxkWZ7mFxiPxwmFQhw+fBiYnhnlN8unMzjq5nQSkmUAbpLM6mQ0gyJPXihDzGmyChhYGr+KJDKZ0lhe4uHOixoA6/menJxc9Ptrhsk9v+/gwEAUURBwyCJfvLaJv7lyBSORDF6nZAfGmRiJa3z1xSDBhI6qWxmgomQQtQyCbvLU4SxXNnpmZeQryzzIokAkpeFSJILxDBe/BZniTJyKdNybgf9PBce55hzzNlOFhYUnZTM1V8+x2KPgVCTK/QJj8Sy6blIecE5jc06Vv5saNKaOcrzYEWRwMpUbDrdmBzOagcchk9FMy2oIbDd6t0Pib65cyVd/3w5YMmumZpBSdWRJpNjrYGQyzk9faOVTN5616JJFZYGLd2wqp7s7wZoqa6GvCDi55+b1fPv5bsLJLJeuLuOO8+qn/Z1hGLS0tKDr+pKUjAB70T6ZhvwVa8r47aERQvEsYm5Q+31n1XD28mI+fnEDP9k9gKabvGt7DbefY/XgVFUlGAzS29tLPB6noKCA0tJS6kpK+MtLG3nmWBDdMLhgZQkb5pHgymN0dJSenh62bt2KpDjozxk2Vwac07LQtxL57yJPDJqaVeb/G7CFFuaDxyGxqcbPwYEYPqdESjPwOiQMw7JQKs4FE8M0ea49zJ0XNeBxSPZs6EKYKivW0NCAqqrTxKr9fj+qqqJp2mlz2jmrvpCf7h5kMqWiSBah6fYtVXidMn6nTCSnrZtSdQRgfaWfmzeb/Pg1y2tTN02uWVdmE6H6J9OoaYPGRQbxXd0T7OuPUpqTB4ymNe59sZev37zuhNfs8ZYgwUSWIrdMUjVIqwZDMZN11SXEMyoy+rSMPL/RKPc7uaVJoSXrIJrWuHxNKe/YtDjy0BuJP2aOS8DpLqueDpupucqqV62r4InmMXpCSWoKrMHfr9+6AV9OJSQvKCBJ0qygkQ+2qazOL/YMWYPugGlAbyiJ36XQUOJhQ3UAEysr2ts3aRNhLmwqZXWln8HJFAGXzGd/sZuwJlHsdRAQMwzHdbozfvYPJTln+eLFnucSFGgq9/Gv75y7h5qflywtLaWhoWHR73M6HDXK/U7+450beezoKMmszkVNxwPaNesruGb97AxeURSqqqqoqqqy586CwSDd3d0oisLblpVSVla5oIZvfsMTDofZvn07KQ3+9clOBietEuLGmgAfOX/ZG+Z8cCqYmVXmA+TExATl5eWoqjpv+fWuq1byPy/1cXQ4Rn2Jh49fVE8oMVvw/lShKAoVFRVUVFg2T7FYjHA4bGsc5xd7n8930tlkVYGLu9+xlp++PkgsrXFRUzHXri9HFAQ+esEy/uelPkaiGRRJ5E/OraXQo7Cq3EswoeJWRNyKxAsdYVTdxOOUGJuIoaoaQ/ooN2ysOOF5WW4exwmIbkVkPL648TNVM2xVKrciIYsWQ3kokkGRBN63s46wKCCWVVASEEnHJzly5AiGYVCqqNy5tZRAIHDGyMj9MTi+iZi6wA8ODtLX13fKNlOSJM1yvvA4JP79nRt5vXeStKazsbrAJlCkUikOHjw4p6DA1OOFElnAGpafutBUFTgxyDlOAFndtAei8yj3O20NzgtrZF6bcKKocbpjAuMJg3AmwT/8roVbtlbz0QuXL+pzLkVtJ09qWuqmIx8Yp5b3ThYVAScfmjLYvxTMnDtLpVIEg0Fb97W4uJiysjIKCgqmBZTW1lYAtmzZgiiKPLRvgIHJFFUBF6ZpcmAgwitdYXu4/0zBUCTNSCRNoUehMuDk5a4wvcEk8dAIl6wqtYNRfhOo67odJEXRmlP868unE6zK/RZzcmDSKqtmdZNLmoqnSfWdCgRBIBAI2AIZeQukvr4+4vH4NGPnpQp0NJZ6+Pw1TbN+Xlfk5ovXNhFJaficks1WPTwUQzdMCj05xR9J5MnWIFetKaXMK6NqsKcvwpoK3wnbAitKPQiiZZWm5EqdZ+XaJifClWtLefDQCJGUhiJbfdBKr8z6Ki876ot48NAoKVXHNKHEq/DpK1fQ0NCApmns3r2bkZER2tra8Hg89kbjrRIjBys4/rGs+iYhn3k2NzeTzWZPi82UJEmk0+lZP3cqEhfM6E3lbZjWrVs3p69Y/niZTIYij4JmmMSzulWmAkzDIJxUWV7qsdUvnIrILQs4EWwsgXA6waGMk/FkmmKvZWic1Ux+vmeQW7ZVU+I98QOQF8k+EfIasPN5TOYxs1eUX3y7gwnCOff2qdR9zTCIZ6xr8WZnXm63m7q6Ourq6tB1nXA4zPDwMK2trXi9XoqLixkZGaG0tJT6+nr7cw1MpPDn5ikFQcApiwxF5iZlvVXY1R3mh7sGELD6bZUBJyUemdTEKA5vgP2TDlabAm5FRlEUe/OS/77mI/U4ZZF73rGG/90zxFAkzcZqPzdttkZtUqolQrDYkZLFYKYF0lRjZ1EUbYf6qYozJwNFEmdJp7lmjEflJeUK3ArpVAZJFBFNYUHCWh7rqvx85Lw6vv/qAJphsrHaz50X1p/w78DyOf2XG9bw3y/0MBbL4lZESr0OWkaT7OqJUOZ12EIEw5E0L3SEefvGCsvHUVFYs2YNpmmSSCRs+yhN02xT4qmbwTcDfwyOS8CpNt7T6TTJZJKampolzdgthIVEAPLIl9sGh0fmtWHKI19W9Tpl3rmthq880YaJNUdYWWiV9P72yiaOjcQYmEyzptJnjXgkVZyyOM31e2RkhEw6zafefh6dEzqfebAZr1NicDJFLK1jmCZ3/aaZf3vnxgWNaeHEIub5z5j3tlxIA3YmkSK/0D7RPMZvDoygGiZZTee27dW8fVMV3cEk//1CN/G0jksR+bML61lTuXRt3dMBSZIoKyujrKwM0zQJh8McPXoUWZYZHx/HNE1KS0vx+Xw0lnp59ljQMig2IaMZLFuCee0bjaxm8JPdgxR5ZJyyxcDc1RXmnDKdFXWV+Hw+hiNpwgmVmkLrvloMqScfJAvcyrSFPZJSeeTIGKGkiiIJXL22bMG535PFXMbO4XCYru5udvXGCOtO6ssKuH5rHX73qWdGZzUUUlfkojecsoyxBYHLVpUQSmTxCCZ6bvSjbJF6pFevK+fKNWWourFkgfmd9YV8/wNb+OfH2gklVFvwvTecxDPlWIokksgp3UwVUhAEAZ/Ph8/nY9myZWiaZjnz5IzV3W63nVW+0WMW8Xj8j2XVNwN5mymn00lDQ8NpO+58IgB5GIbBD5/cy0+PxDElhXW9x/jHt6+dpkM683j5hebaDRX87PUBElkNv9MSw64qcFHhd/KjXX2MRrPs7pngnx49hphjzr3/rDo+cHYtnZ2dRKNRvF4vPp+PJodOwC3TF05aO1jTxClb/nL3vdTLX10+W7ZsvvOa6zM2NzcDlvrEiXaXU7PQ/MIaSWk8dGiElKrTOhoH4Iu/a+PXB0bon0hRVeBkRZmPREbj2y/08OUb154woL/RiMVidpZcWFhINpu19TETiQRNvgCdAYG+aBoBgQtWFHNu49wVg7cCKVVHN0ycOcFQ09BQs1n8ReX4fL6cULtF7Z8L85F6pmaVpmkiSRKCIPDY0TFiaY2qgJO0qvPIkTHef1bNSdteLRZOp5OqqiqeHTDYEzGRBYPmYIjXO0e5qclFV8ZNRnCysqKA+mI3I9EMlQEnK8oWtzC7FImv37yOp48FmUiqbKoJ0FTm4Rf7hmnpTyCKAu/YNv9GoHM8wZOtQQQBrlhdyooyb85Gy1Ii2tMXoX8iRbnfwTkNRYtyEknlVHryKHArxDIaGc3AMEyyusHGamuDuZBdlSzL0zaDyWSScDhsGxMUFhbagumnO6v8Y+b4BsM0TXuUYNu2bezfv/+00r8Xmp1Mp9M89vI+fnJExetyo8gCraNxvvRIK//+rk0nPF7ArfCNWzfwlcfbGIqkWVPh57PXrOLJ1jFGo1mqCpzs7ZsknFAp8igEXAo/fq0PKTbCzvoCtm3bxquvvgpYfdCv37KBD/9oH7G0htdl9ZdU3aQtF4wWwnzBMU+8KSsrm1ZSXAh5pQ84vmtNqjppzaB1NG7R4w2TjGawt28SWRKJpjQ8DpmqAhfJTIZgPPuWBsfx8XFbbi8/m+pwOKaReiYnJ7nJMU7fSBi3y0F9lUkmnV6UMfebAb9LpsLvIBjP4JUMRkIRlpX5QXIwHLG0QTdU+yn2KuzpnWQ8nqG6wMWmmrmH8xfKKrOawUgkRXWBGzNn7TSZ0oimtTc8OIIVLF7sDFNVaDGGywusIPhC2EEylUbQ4jx1ZJDBpECBSwFB5P1n1fDenfPPAE+FxyHx9hnSgX9yTi2tpRo+j4u6mrkdVNrGEnzxd8fQcqXYp4+F+NsrGtm+rABREHj48CivdE3gdoikVYP2sQQfOmdulSNLuUenwu/knOVFPHRwhGKvA1U3KPU6uGBFEYeHYsiiwAfPrrWNjxcr7i0IAl6vF6/Xa7cYJicnCQaDdHR04HK57KzydNzjyWSS2trZHqpnCs6o4LjUgDbVZuqss86yH95TUXqfibmCo2GYPPBaJy839+PwFSDKJg7FWjT8LpkjQ7F5A/TMILSy3Mf9t2+b9ppQPIsomMQzGuFEFkWynA0EDFKpDBNmAatXr7ao5DGDPT0T1BV7qC1y86Fzl/G9V3rtBSmR0VheeuLS1lxM4TzxpqmpyR5yNwyTgckUGc2gttA9rcw79Vj58lv+n1KfAxFL9kwUBJKaRZUXBMEeLu8JJSl0K0QzGuMxa6FerB/f6URfXx/j4+Ns37593hECURRtWa81qy1Sz/j4uK0pW1xcTGlp6Zvex5l2joLAxy9ezr890UzXWIz6yhI+euFyfE6ZcDKLW5GoK3Lxg1cHeKUrjChYbhTXbazg5i0Lq0fNzCoVXcfnUkhkdTwOy+pJ1TSc0sKZy+nCzHa55bdpMpkxWFtdQkYzeH5wEDCQBQNVz/K9l7pY7cuytr5iljjHYiAIAi4ZXI75l9GHD49imFDidTAWyzAcSfH53x3jwhXFfPjcOl7rmaS6wImYewY6xpMMR9PUFh4PPqZp8sDeIZ5oDSIKAiVehU9e1oggWKIGBW4Ht2ypYk3l3FnYXP6xi4EkSXYvF7Czyra2NjKZzLSs8mTW20QicVLX/c3CGRUcl4L5bKbyweyNDI7/9OB+nmqfwONykZyIE0vr+J0SoiiSUQ0KPQqxtEYwkaXM58Q/xQh2MRJ3sbTGwYEoDlkkreoYCBS6rJvJ4XSwqq4cwzD5/qu9PNamUjzegyRaC+EtW6vZ1xfh8FAUAWgo9fLRE2iDwuyNyfj4OO3t7WzatMkufeiGyf+82MOe3gkkQaDAo/Dpq5qmudebpoksy3R2dlJZWUlBQUGOrCLx5xfXc+fPDpPRdGv4WjCRcoFzNJohrRq83jtJiUfhOy/1Ulfk5q+vWDHNn3BwMs33XrFcERpKPNxx3jLK/KeHcWeaJm1tbaiqytatW5e0oLjdbpYtW8ayZcvQdZ1QKGSTenw+H6WlpZSWli55Xm93z4TVp9UNLllVwrUbKhY9S2maJvHgEO9aKbD2xvNwyJL9PefZ1YOTaXb1TFBVYGVcumHyxNExrlpbtqTMXZIkrt9UzUMHR0gkdHTD4LzlRQSckl2CPRWlnhPBrYjsrC9kV88EfofVoqjwO20yTd4jFEEga0ooioIkG0SzBu3t7RZJLkdMWUoJ8USBXzdMRMHyzhyPZ5ElEbcs0TeR4qe7B3Ob6Pyp5Xv0049xZCjGY83jlPstRaRQIssPXxvg765cwfUb5hbCX8o5LhZ5V5ba2lo7qwyHw3R1deFwOOyscrEBLx6Pn5Rv75uFP8jguJDN1BtlMQXWTbbv0FGe7YxQUehDEkUChkEqmyScUHEpEoIAN2ys4I4f77eyJBH+9sqV7Gywyi7zlS/39k7ysz0DBOMZBiZS1Ba5GY9ncMhWwNU0FdHh4uz6Ii5fXUbbWJxXuyYocQmU+x0kVYPvvdLHN27dwFdvXk93KIlhmtQXe3DknC7iGR23IiIvwAY1TZOenh6CwSA7duyYRrx5vXeC3d1hqgsta6XxWIafvNbPp65Yaf+truusXbuWiYkJOzj4/X5KS0vZVFXCF69bzX89342qmYzFMwTcMoZhUuJ1sKU2wGgsw7KcsXLfRIonWsbtLCat6vzb052kVJ1ir4OeUJJ/f6aLf7h+9SkzXHVd5/Dhw/j9flatWnVKZXlJkqapwMRiMYLBIAcOHACgtLSUsrKyEzIrW0fifOelXgI56bZf7x/GIYlcte7E4zOmaXLs2DEMw2DTpk3zLo6qbiAJ2AFXFCzhiaxmwBL3HDWFLj54Ti2TKY2eUIK9/VF29UZZV+lnW52PUDyF3ynZbFBJkk5boBQEgQ+cVUNlwEnHeIJSr4Nr15fxWPM47WNJZElA1S2PyZRoEE3ruBSBLSvrKPI65iwh5kdFTjT7utB3eNXaMl7vnSSW1tB0E0kSEEU4OhTn8GCMVeVeVN2kyKuQyOhUFzhnWaKNxbO2Wg9AwCXTH07ROhJnb18Ej1PikqYSW91nJk5nspDHzKwylUoRDofp6OggnU7b5s5FRUXzvncymfxjz3GxWIwIcVdXF+FweF6psjciOOq6zkQsweOvHMQbKMLhcBxfTESL+v0n59VTEXBRFXDy979twSmLuBSJlKrztSc7+N7t2/A55TnZrz97vZ//eKbLJkiouoFTlji7oYjJyUnGEzp/d/16Am4n6yr9iKJAPKMj5Xbhpmn1REaiGQzTcoifSjYYjqS56zdH6QunUCSBT1/VxBVrZy+wpmly5MgRBEGY061kPJZXpLE+u98lMzRpjbn0hxN896UegvEs5zUW867tNdOCw/j4OH19fVRKEvdcUY7gDqCLCk80j6EbcO2Gcp45FiSjHb82LkVkPHZ8NGIkmiGW0exMtczvZCyWYSKpTstel4pMJmNXIaqr5x+bORnk5/UCgQCNjY1ks1mCwSBdXV0kEgkKCwspLS2luLh41iJycDCCJAp25lzgUXitZ/KEwTEvcu/3+1m+fPmCz1VlwEmRx8F4PEvAKTGRUmko8SzKfm0ueJ0yE0mVV7smKPc7USSFFzpD/OC1AfxOiaxucPPmSq5eW3La9F/zUCSRS5pK6A2leLYtxMtdE7xzWxVN5V7Gohl6Q0k6g8mc44bI5ho/Kc2gCOs5lz0BPJKHqmWNSIZFvjp27Biqqs477nCirGxLbYC7rlrBD3YNkFLjVAQc9E2kQYCAUyae0Sn1WYLtlTVOLltVMmujV+5zAMfNoyMpDb9L4u4nOxEEq9XxXFuIL12/as7+7ptR1na73dPMnfNZ5VRz53xWmb8fT4WQEw6Hue222+jp6aGhoYEHHnhg1vjcgQMHuPPOO4lGozQ3Nx8Cvmya5i8W+x5nVHBcCIu1mZpPX/VkIYoiY9E0X/nea6QFB4IwgWGahJNZVN1kIjdiIYkCFzeV0BVMYprYFG23IpFWdcIJi2Ayk/06OJnigb2Dtr5qRjNIZXVC8TTjoQya4GBNXRHnrZgubF1X5EYQIaObGKZBMKqxptI3ZyP/879toS+cIuCWyWoG//C7Vh7YO4jXaZkpn9tYTDabpS+cJJsNsLy2Et2EmVe4vtiNYZhohoEkCEwkVc5pKGI8muRj/3uQWNpyE2kZiRNKqPzFJcunBYcVK1aQTqcJBoOMj/eTyWR4R4PVmyss9DMUSXN4KIbPJWOakMxMF3S2ZMuOLxKabmCa1jU+WcTjcY4cOcKqVasoLp6bVHE64XA4pnn55bOVzs5OnE4nZWVllJaW4nJZfpKafrzGltUM/K6FP6uqqhw8eJCqqqoFBefzcCkSn7qikf99fZDBiTTblxXynp01c5ZuU6rOj1/r59hogpVlXj54Tt2cQ/+jsTSSKNgVi+bhOHpOSD+V1fnW8704HTJXrSmdJgwBswUIlooH9g2ztz9Cpd9BVjf5ye5B/u7KFayr9LNvIMrO+gJUw2LoDkczGLka5tGhGA8fGbWrPTdtrmTVlNnXYCjM4wf7aRtrpsTr5Iq1FSyvKZ8VeAzTJJbWUCTRvjbblxWyta6AH+8e5Jf7h9B00/YMNUxIqQZ/ev78ghYbqv1cva6c37eMW/17r0JWN/E4RLv0PRLJ8HrvJFesmS2A/0Zkjgthaj8eLOJivvyaSqXYtWsXJSUlpxQc7777bi6//HLuuusu7r77bu6++27uueeeaa/xeDz86Ec/oqmpCUEQrgb2CoLwhGmak4t5jz+I4LgUm6m59FVPBUNDQ/yuM0NK8FDic2KaJsF4lkK3TMd4koBLotzv5Aev9FHsdbB9WSGCYJUA85mjLIr2aMfMzNFyWLDUcMAarnbIApmsTtL04HY4uHXb7EWuImAJhv/rIwcZiWZYX1PAR85vmPU6VTdoH4tT4D5u/htOZjk8GMXjkDg0EOFzVzXQ293F/UcFnM4I5oEIG6oDfOPWDdN2sRtrArxjSzUPHxoGoKncyy1bK/mnR9voC1v6ol6HRIFb4eHDI3z84tmyci6Xi9raWrtvEQ6HGR0d5dixY1R5vGwpVzg4lkYUBa5cW8pFUwSSy/xO3ra+nMePjtk/u3Vr1bSe7lIQCoVob29n48aNb8m81cxFJJlMEgwGaW5uRlVVav1FFDhhaDIFgoBLFnnH5tn3/3gsQ/t4AnQVI9jN6pVLcwkp8zn5f5cubDFmmCafebCFw4NRZEngQH+Eo0Mx/uNdG2ZtyLwOxWZnZnVL1FsUBFTdwOeSMUyVZ4+Ns6kmQHWBC0mS5hQgUFXV/u/FZpVHhqKUeJRcn1sATLpDSZrKvayt8HF0OEahR2EyqVPmdVDhdxLPaDx8ZJQij4JTtqzgHjo0yicuduNSJCRJYt+4ydGYk8JiL32RFJ96pJ+s1kNAMfnwtiwXrFuG6PTwwP4RBnPVlEuaSmyBb1EQuP2sGlyywE9fH6IyYPUPJ3MONPMhmdV5ti1EMqtz69YqNlb7qQg4+cxDrdOvu4Dt0jPru3sTMseF4HK5pm0IU6kUDz74IHv37uVDH/oQN9xwA1dffTUbN25cdDvjoYce4rnnngPggx/8IJdccsms4Lhq1Sr7v03THBIEYQzL9HhyMe9xxgfHpdpMna6yal4uTFVVQlmRREYnnIzjyO0IswbUl7htU9xoSuWF9hCXrS7jr69Yyb8+1UFa1ZFEkU9ftdLe4eWH7U3T5NEjo/x8zwB94ZT1nqaOqumIpsF1m8p5sTuKlMnwmQeP8tELGnjXjum05401BfzV2QU0LG+kIDD3tZFFgUK3QlqzgnUkZWk7+lwybkUimszwoxfbieFCJIvXKVvl1aEoL7SHuHzKTlQQBN6xpYq3rSsno+n4HCKPHhnl6LAlr6WbJtmkgQnTSDTzYebAfTweJ+AfZ1sgjiSKVJVppJLJaaWYW7ZUsaEqQCiRpdzvpKn85ILa4OAgQ0NDbNu2bUFBg9ONwckUk0mNZcXuWUHd4/HYpJ68tdO7V2U40DdJd0Ihg8Kv9w1y6/ZalhVbC2pXMMFXf99BMqMSi8dZX1vCjh2nPwMenEzTPBzD75JsZnPbWJzecJLG0unfwcpyDyvLvHQFEwiA1ymRzOg4ZAk1ZxTszYl8T3UYmZotZrNZjhw5Yi+osLisstjrYHgybWetpok9KH/DpgqKPAp94RTLSzxc0mSVMEMJFZPj/oduRWIyqZHMWs+MYZrs7p2kpsBleUCOpZhIm1QWuEml0/zPgQSi0M8P9k8SykBtoYstdUU8cyxIbaHLbnEIgsBNm6s4OhyndTSOKFibyTvOm9sHVNUNvvF0F13BJE5ZIKOZJHJB8tJVpfx87xCGyySrmzglkU3zmBTPxVbVDZNQIossChTlNhNvBkRR5OKLL+biiy/myJEj/OhHP+LFF1/kX/7lX+jo6GDXrl2LUjUbHR21E6XKykpGR0cXfL0gCGcBDqBzsed6RgXHmXJjJ2MzdTqCYyaTsWf71q5dS/zpZwgnVRRRIJ3ViaY1zlnuZjhyXDBYM8DvkugJJdEMk7+/djUBt0Kp12ELkk/9jIcGo/xizyDlOUbdwYEopqFT7oEbty3np3uG7ECsGSbfeamH81eWUFM4fZcpSRICc+8Y8+/3+etW89kHm0lmdTTdmkFzKxLZbBZV06goK2dwIEp+asJa/CzFk7ngUkQU0SqTtY3GiWU0e8E0gcmUxu1n1y3pgZvq0JBXPQkGg7S3t5NOpykqKqKsrIzCwsJ5KeuLgWmadHZ2kkgk2LZt25tabvruS738Yu8gkmjpYn7t5nW248pMTLV2GhGHee71AZyoDISGeb1jmBvXl/D6qM7RkQQ+RaBQyrKisoj+qMrunslpGffpwFKWTlkUuWFTJcORNJphcv2mSj73UAsTySxO2bIWc8qivbGcifxsbV1dHZWVlnvEzKwymsxiYhJwO6Zlle/bWcM3nupkLJ7BMKyS5PZllh+iIolctnq27m2BW0YRBRIZDa9TJprWcDske/MiYKniGKaJbpBz9BCQBAGXLKAi8kC7TsRw4HHCUDRL7NgIVV443K5T6qixbaQcssjnr2midSROVjdpKvfidUj8cv8wz7WFcMgit26t5LzGYjrGk/SGUlQFrM+oGyaPN49z46YKrllfhiIJvNI1gcchccuWSmoK51a0mTnalshofO/Vfvon0phYCkC3bKl80x1l0uk09fX1NDY28sEPfnAWuemKK65gZGRk1t99+ctfnvb/JzIwGB4eBvgx8EHTNBcnIM0ZFhzzOBWbqVMNjpFIhCNHjrB69WpKS0vJqDrxLARcEsmstet1OySu3VjFz3b324r6fqdEscfBx/73ACKWB9yfnLuM23bMPeTaOZ5AEEw03TLrbSo0cTmcXLKulidaxogkVSRRQMCBxymhCgKj0cys4HgiBR+AHfVF/OhD22kfTxBOZPnWs52EokkEAVxOJ+8+qw5BHOT51jRe00TVLfr5+jmsm2Z6MPpcMrphUu53EM8pdBS4ZK5ed2rmv06n027w590j8uVXr9dLWVkZJSUlS8r68nOxLpeLTZs2vWm7ZYDDg1F+sXcQlywhigLJrM4XHj7G//3pjhP+7TPHQlQE3HYfu3Ukyjd3BZEEiGYMBGBDlQdZlhEwiGVOv2NGdaGLDdV+Dg5GLTcI3WRdlZ/64rlp+5IoUDtFSu/b797E/+4ZIKMaiKLA+SuK51zM0+k0Bw4cYOXKlZSWHg9k+WxRMwx+f2SUI8MxTMNkTbmHK9eWIgnWs19X6OQfr19NTyiJQxZZXeFDXkDj9ZljQb71XA/RtEahR2ZzTYACt8K7tlXZLQVBELhsdQmPHh3HKVsznC5FwiGLJDMmWdNSpCn2KMQzOgUeJ4msjq/AT0WRb05j541TsryHD4/yYG6gP6MZ3PtiHwVuBSM35nFc+s0a8zBMUASBq9aWcdXaEz9nM8uqjx4do38iTWXAiQns6ppgZamHrXUFJzzW6cbU85r5PD711FPz/l1FRQXDw8NUVVUxPDw8rwFCNBrluuuuA/icaZq7lnJuZ1xwzAenpqamk7KZOpXgmHfy2Lp1qz2rI4qWuWttUW4RMK3SRm2hi2/etpldXSHACiSf+MUhPIolnK0ZJj94tY9LVpXZM2VTUeJRGJrM0DYaR9c0RFHi/KYAz3WEqC3y0DaaQM31ByXR+vu6OXQ7F+umUVngorLARSaTIT3azb6JAD6fjxu3VLGppoAVpV5GRsfoSVi757+9avU0Msx8VlNv31TJ/+4ZIq1ZYtMFboWqAheB06iKIkmSPSeYL78Gg0HbxDhPYlloNCK/4aqsrHxLVDmGIlYfShSPWxWNxTJohoF8gjk5SbAqE3mEkxqCKOJzWNlEQjXpm0gjqGlShkjATJBOp0+rNqYoCHz5xrX8dPcAx0bjrCj12l6Zi0Gp38mdFy0nkrJIW3P1iROJBIcOHWLt2rXzmnTv749weChuB95jwTTVoym21frt+9OnwIZKj8WAtZWLZ6NlJM49T3YiiwI+l0QkpaHqJh+/uGFWQD2vsZgij0J30LKKe7J1nGhaJaOZbKsPWDwEj4PuUIqkqpPVTM5tLOKcNZV2VWU+Y+fXuicIuBW7rBvPaPz4tQEEQWAwkiaaVqkMOImmdc5vLLJft1jouj6tVNk/kabArdjOP4osMhJ9cwXzT8WaEOCGG27ghz/8IXfddRc//OEPufHGG2e9JpvNctNNN3H77bezb9++Xy71Pc6o4KjrOseOHWPLli0nTZCQZZlMZmlftGEYHDt2jEwmM8vJQ5FELq6V2RW0MjndMFlR5mVTTQEOWeTGLRb1vyeURBAEe7cpiwKiIDCRzM4ZHN1OmVRWRVU1HIqMiUA8oyHljnHW8iJ290yQUQ10w+QL162ec9h9KVZT0WiUw4cPc8X2NdxWMr3sFnAr3LnVw9Zt23DMKGEv5MFYGXDxuatX8r1X+gGrb3P7OXVvmGTY1PLr8uXL7dGIzs5OksmkXX4tKiqyd6WJRILDhw/PykbeTOQzrDzTNpnVqSl0zRsYDdPkF3sHeaJ5nMmkSlq1NmSaYZW1EykNwxAo8bvRYxlMQaSwqIAPbyxhmVfl6NGj6Lpu22/NdIc/GbgViY+cvzgHCYAjg1Ee2DeIYcJt22vYWBOY5nixqzvMbw6MoBsm59d7qcgOTROdmAvDkQw+l2x/Fp9TZjiaQVGsPmv+Ps3/ky/VzTUqcngoiq6bNqvU45DszFjVDZ46FuTIYAyPQ+KqtaWsrfTbZfCr15XRHUoSHOzh1otX8t1XBtnXH6XALePWRW7YWDGNPLWQsXNicoJwSkAKuHE4HIQTKrphcu7yIgpcMnv7I7hkiUs2lnL9xqUnDDPLqjWFLvb2RXAroj3TWuF/8/ruU3Gy9+Rdd93Fu971Lu6//37q6+t54IEHANizZw/33nsv9913Hw888AAvvPACoVCIT37ykwdyf/oh0zQPzHfcqTijgqMsy+zcufOUB7CXkjnm+xslJSWsWbNmzve+bqWL87cs4+hwgsqAkxs3V82SNasMOHErEvGMhs8pk8xqKJIwqwwKuX5q7yCFDoOKyiJMLCZiIqvjc8pE0yqFboVNtQGK3Q7+8e1rcM8jUbXY4JgnNm3ZsoVJVeTjPztIbzjJqnIfn7l6FWV+p7VwzNjRLcac+Io15ayrCjAey1Dmd04jWbzRmDkaMTExYdtq5RU9xsfHF03oeqOwptLHR85fxndf7rPUhdwK/3zDmnlf/8yxII8cHqXc76LY46A7lKAi4GL7sgDp8DDfPaCSNSXUrI7fJfOVG9eys+H4nFd9fT2aphEKhRgYGCAajeL3+ykrK6O4uHjJSj1Lxb6+Sf78Z4dJa9az+OjRMf7rto2c22gFsYMDEf7r+R78ThlNU/nBK+P8+aVNJ6T2l/kctAzH7YH3REanfMrCPpf+69RgOZXUE3ApCOJxB5m8RinAc20h9vZGqCpwkdEMfrl/hD85t84e0F+d827ck+zDIcvceVEDe/smCSVU6ovcrKta+HNMNXb+RFmCf3r0GCPRDJqWIJM1qSv1oqpZAm4H6yr9XLSyCI9D5mtPdaGIAtdvrGDtInvvMwk5120oZzSWYWDCqmac01DI5to3t6S62A39fCgpKeHpp5+e9fMdO3Zw3333AfD+97+f97///flfbVnqe5xRwREW7ys4H5YSHPOZ1KpVqxakvsuyzCUri3nb+vnHSFyKxFfesY7PP9zCRCJLwK3wD9evmVU+MgyDdDqNR3YT8PvxuxQkUWA8lmVNpY/bdtTynZd6GImmWVnm46MXNswbGGF2cHytO8zDh0Ywges3VHBOYzFdXV1MTEywc+dONFPkL368h1A8g1MWeb13kr/8xSF+/CfbZx0rT37ILx4LbVqqC1xvalCcC1N9/fJKP/39/TidTlpbW+3S7Kk4yZ8K3r2jlqvXVzCZVE+oG3tkKIrbIdtlyzKfk0KXRL0xQvmqCjatLeBX+4fRDJObNleybVnhrGPIsmwvwHkPxGAwSG9vr61wUlZWNo0NfLrwree6SWk6Sk40IqsZ3PP7Dh782FkA7OmdRJFEJFMlnU5QUVzA3sEEb9u48HG3LyukbyJFb8hieNeXuNmxbG4nlLlcRfIBUtd1Llwe4KFSN51B61iSKPDJnKlzy0icCr8TWRSQHRKTKdV285iK/LMhCwJnN8w+jyNDMX6+Z4ikapVE37G5clYpurHMy1duWs/RoSiKJNIyHKVnLEokEiGbzTKpybQOaLw+lCXgktFNk2883cVnrlqxKGeRfOY4FsvwWs8kqm5w3fpyfE4ZWRIofhPZqnmkUqkzWlcVzsDgeKpYbHAcGhqit7d3USXcxZBeAFZV+Pj5HTss8eWclNx4LENaM6jwOzF1lQMHDiDLMteduwHdP86DB4YtF4GAk49e2ECpz8k9N63HMEy7P3Wic4umVR59uZf9fZO0jsZZVuRGEgW++Wwnvd1dbK7xsW3bNkRRpG0oSjSl2qMWXtFkJJphOJKeFhxnEm/+kJAPjJOTk5x33nnIsmyXX/N2U0VFRbYyzZv5+QrdCoWLKDmXep1ktQhgvTaV1UhPjlG3dRXl5eXUARvmIEzNh6keiCtWrJiTDVxaWjqtHH0qSGR0+32tf1uawXl4HBLJVApB1CguKiac0vAusAnMw2JzVhNOWES4Yq9j0X3PfFYpyzKGYaAoJv92yzpe7AgxHM2wotTDqlKX1bd0ycTTmr2BMXIWcHNhvsDSHUryjae7cMkiiiTw4CFr3OCWrbM32ZUBJ5UBa4O+ttLHfa/oJLMuUEzWeEX6QjH0dIqsIeJ0Ogmn4Tsv93LFmjLOW140bXSqYzzBbw6OkMjonN1QSL2oE07p/GBvD5purSuv9UzykfOWnfQo1KkikUic0V6O8P+HwdEwDNra2kilUrP6iyd7zKkQBAFfblbw/pd7eaJ5DEGAErfE26tTnL15LV1dXQDcuq2GK9eWk85phU4duF9MYAQwEPjPl0cIZSyptcmkNbu0qtxDaCJBS7SAd1+x1n692yGhm6a94zWxHOItXVjB3lkvVEY9k2EYBi0tLUiSRGFdEy93TRJwK2yuDcwqv+Z1NN1ut51VziVJ+Fbg7ZsqODgYYSyWtggVWorbL1pHefnJ90wP9Ed4vj2ExyHxjs2V0+S+8uXovOHtzOvx0MFhfvTaAIZp8s5t1bxnR419b0wkszx2dIxkVue8xmLWVfm5al0px0bj6PnNFnDO8uOZ1WpfGsXUSEseRmNZXIrIjZsrF/U5JFE4ZbH5/AbA5RRJ6gL9k1kGJjPsH4jxrq0VXLaygJ/vGyGW1jCxeAYry5aW6RwdiqHqJi4FsoZJwCnxSvfEnMFxKsr8Tj5xSQMDE5bSUEOJm28910PccOB3SoxEEnQHU4SiCfrHIvz+iIfPX7uGgMfJUCTNvz/TjZxTKPr1gRF2FGtUVaZQNYPKXHVnMqnyfHvoLQ2OZ7KuKpyBwXEu66SlYKFAlu8vFhcXs3r16kUv/IsJjsF4hmeOBUlldVZV+HiqZYzft4xRU+jGIxl0j0bYHSjn2pISent77eMVuJVTIq+MxDV6wxkiqnXDm6ZJOJ5hTEzjdLspLy6c9vrlJR4uWlnKc21BdMNAlkRu2FhJmd/JcC5D/kMNjKqqcujQIUpLS+lXffzPw22YmBgmnLu8iI9fshwx12+aWn5NJpOMj49z+PBhDMOwhcHfqvIrWPfFP16/hj0dw/T29vK2szdTXlzA063j/PT1AQwT3r29hupCF//yeDvhRJYtdQV87uqmOe+nF9qDfOF3xyw5OgEeOjTC92/fQpnPOe/1OHLkCLqu05Fyc++eCLIkIgjwPy/25gJsFRPJLB/+8QGC8SyGCT/dPci/3LiGO86rZySa4cGDo5imyfnLi/j7a1dZtkwdHTj0DP/23p3s7Y+iGyZb6wqoegvK8s3DMXb3TLC8xIMiiYzHM7zQFeHWrVX86fkOBidSOGSRZUUuBNPAMJZSSTEZjaYJJ8Tc/8GmmsX1vX1Oedo873UbyvnG012Ekio9kxoel4PNdQEkdPrDCX79wn42Vzg5lnCRyqrUFnsRsITk948lqagEptzLgmBtit8qxOPxP5ZV32zMp60ai8VsxuJSR0RCaZNX9o/g9ca4sKl01khFMJ7hb351lEhSxTBNBiNpvA6JeEanfTRKlVekurSAvsksv9gzyO/2xqnobOND5y9fUmlsLmR16I1kQRAQBMhoJqquo0le/A4H122cvhsXBIEvXr+G81vH6A2lWFnu5dJVpbbVVE9PD1VVVRQVFf1BBcdUKmVLDJaWlfGPPz6A3yXjUiRM0+S1ngmuGC2bNXQ/1eA1zyKcWn5dSBj8jUZsIogrPsQ7L92Oy+XipY4QX3q0LXfe8OXH2zAM0w5az7eFGJxI8f3bt87qZ977Yi8C2IIUkymVx46Mcfs509VZ5roeP//VYTRNRzS0HCdA4InmMd6xuYrHjo4RjGftsl5a1fnP53s4t7GYv79mNZ952yp008QhWSX75uZmZFlm/fr1CILA29a9dX3qzvEEn/5NM8G45Zl66apSagpdhBKq5axS4KW8wDutmjJTLH2hjbyYE3vIS+lphsmKMg/NwzHaxhIUeRTOXV60KM/S1RU+7rpqJa/1TBBJj1IdcOJxyICM122yYmUta2s99BzoszY3ehKnw4EmyCiCydbaAnb3xwklskiCQDyrcXPj4jL1NwJ/zBzfAsylrTo8PEx3d/cJaeJzoTeU5J6XwmQNAUkO88t9Q3z91g3TJLOePRZkPGbZL8XTGoZhWjJZpo4kCkQ1GU9WxymL/HLfIJIOI5E0X3msjX95xzrqS05+BxVXrYF9A6vXZg1DC9ywpZrL1pTjcUj8w8OtdATjNJX5+MvLGinyOHjbuuM+cHnizYoVK5iYmGBsbIy2tjZ8Pp89bP9GsxtPBZFIhObmZppWr0Fx+1A1g4xu2BmUxU4U7D7YQlAUhaqqKqqqqmxh8PHxcTo7O3G5XHZW+UaXX/v7+xkbG2Pr1q32tf/toRHSqg6CgCIKqJpBVjco9FiEEcMwODwU4x8fOcYXr1s9bdHNaMa0Ur1pTvE4XACKolBW6EcaTOJyyhi6QTqtko1H2Lt3L/0jlhh8HtaYijbt/yWEJTmFvBkwTJPPPNRCWtWRJQEBgWfagly8spiLmqaXrudiwOq6TjKZBKyKxVyjIlnN5LwVhcTTOpphiY0PRzJ8+YkOMK1n9rn2EJ9928pFWa41lnpoLPXglEUePTqOIonWfLEisrrCi8vl5MqtjewZMxmLZchoGtlshssrsoQHOnjHykKOhE1EWWFnfSHrq9469vYfg+NJ4FQfmqm7ubx5bSKR4KyzzlpUf3Em/m/fIFndpNgr2zNID+wZ5K6rj4va7uoK0T+RxBG1dommaWJoltnqeEIno+mU+yzVjGKPRDqVxe2UCaV1Dg1GTik4ehwyPoeIphsYCDg9CqIgctuOWkRR4I4f7acnnMQpi/SHU3QFE9z/ga22p+NU4o0sy9O0TqdaTU3VQV3I3+7NxtjYGN3d3bSblXz6+82A5WFZ7ncyFs1QlrvusijQsMTrPFMYPJFIEAwG7XJjnu3p9/tP22KfLzum0+lphsumadIyEiee0UEgVzKzBCoiqSwCQi74CXSMxXmlK8wlq44v8tduqOBHu/oxTcMml1zctLj+5fvPruX59hDxtGbp5rocfPqGjdQXyESkAR5umSSW0JAlEQORy2f0DjVN4+DBgxaRqK5u7jd5kxFNaUwkVAo9lo9iPKOhGyYBt8Klc0jM5SGKljD5j17tY3fbIJsaKlijmXiU6e4ikiSxvNjF/oGoLSw+NJnhyFCMCr/T1n5tH0twdDjGliWMUtywqRKHLLKnN0JVgZObtlTalm0+p8xdV61gV88kqazGhuoA4Z5mVq1axcTEBE41RCaTwRFPEw6rSzJ2Pp34IyHnLUTeuqewsJCtW7ee9OKVyOjIU8b/ZEkgkbUegIyq88DeQZ5qDaLqJpqu45Ago0Gl30l1oQePS+PmLVW8c3stf/ebo0RS6vG+6inaLQE0FTuocukMpWUckkWqec+OGpyKROd4gsFJy2BWEAQckkD/RIr+iRTLS70L9hfnspoaHx+ntbWVbDZLSUkJpaWlFBQUvCVZgGma9PX1EQwGEcpXcv9vWlEka2Rg/0AEWbRmR9OawbJiNx+7cMW0AfSTQb7cWF9fbwnSh0L09vYSj8cpKCiwZwhPtvyaLzs6HA42bNgw7bqOxjKEEqqt9WKaYGCyqtxH+3jCqhqIAhV+B12hFHc/0cEL7SH+6vJGAi6FD51ThyTA483jeBwSd15Yv2iN2roiN9+/fQtPto5jGCaXri61RQ0u27ISp7+Y/3yui1gqy45KhS3KCAcPxmzxgebmZpYtW2brpJ5uqLrB7w6Pcmw0Tk2hi5u2VNlC//PB55JQZIGMZuB1Sjk3DoN3ba+xn8loWmUyqVERcOCUrZ+Zpsk//PYoe3vCBHxunuqI0BPp5Gs3r0Nk+rjI2goPl6ws5JWuCGBy8apiukKW8TLkKhqCMM3DdDGQRYHrN1Rw/YaKOX/vd8lcueZ4gA91m/a9m3fDORlj59OJeDz+x8zxrYCu67z++uusWLGCioq5b6DF4rLVpbzcPkYqq6MLOqpucPnqUl5sD/JvT3fSMZ5A1Q28DolUVierQ4Vf4aJVpSCIlPscTKRUfr5ngOs2VHDfy70kkzpSNktdiY9zlp+8g0IkEqG7q4NPnVvEgFjJUCTNhpoAl+YyBkUSMGa0REzTeriWSrxxuVzU5fzt8o4Rg4ODtLS0EAgE7PLrm9GXyzOOdV1n69at/GKvNe8niQKTKQ3BtJRoHLJELK3xlRvX2rqkpwuKohAoLuN7B6K83pOi0JXkvevG8M/hy7gYaJrGoUOHKCkpob5+tgpNWjVwyAKlPoddDnXIIl+4bhU/3NXPgf4IhR6F/ok0ogg1hU5aRmLc+0Ivn75qJZIo8KFzl/Ghc+f3DVwIVQUubj/byvqSWZ3WkTguRaS+2M35K4o5f8Xx+9g0TRKJBMPDw7S2tuJyuUgkErYQwencTJmmyX8938MrXWHcisiBgQhHh2P809vXLFiqlEWRz1+zin98pI20aqAZJu/ZWc3K3Nzgw4dHuPeFXkTBGjv55xvW0lTupWMwyP7eMFVFXmTZYqV3By2B8BVl3lnl14ubSrmgschmhx8ejLK7J0KR1/oenbJov+ebhfyMa0lOJSuZTC7K2Pl0IplM/jE4LhWn+uCMjIyQSqU477zzTsvFv7CplDvOKufhoyE8Hgc3b62mqdzHX/3fYQTBCkCabi0YPoeAagrUl/r49NtW83JnmG8/341DtoSa/S6Zv71yJbtbeinyu7lu+4ppjh1LwfDwMD09PaxevZrx8XFu3TDb87GuyM05y4t4pSts/+z8FcVUBRy2asbJXO+pjhGmaRKJRBgfH6erq+ukAkMehmkSTWm4HaK9U5+JvOl1QUGB3bsq8zts82MABKvX5ZRFsrrBSDSz5JLqYvDF37XyStcEsghjMbjn1Sw/+/B2vJJOMBi0JdzyWfZ8Em55F5iFsqvaIktkoS+cwuuQcqV+B01lXr58w1p+sKufx46MIQqwqtyH1ynjVCSODsfmPf+DAxGOjVpqMxc1lcx7zadiOJLmS4+2EU2r6IY1nvGJS5ZPmzXMb7iCwSDbtm3D6/USCoXo6+sjFotRUFBgk5xOptUxFbGMxq7uCcr9DsRcRaYvnKI7mGRVxcLP/7mNxdz3gc387+4BYhmNCr8TI/f3977QgzunkxzPaPzjI8f45o0NdHZamdbMTeBMR4upAgRTvSo/cm4tbkW09GELnHzw7BqK3HNfA9M0ieZmQwNTJPNON/JKUnlj5zzvID/Wkw+kp7PPnkgkluQ5+lbgjAuOJ4t8ryYajdolhNOFS1YWsaNSYcWKFQDs6Z1AN0wympVJKgJkTVANAVkS+dzVq1AkkV/vHyLglm3txpFImmA8y9WrC3A6nSdl0jv1c+7cuZNUKjWvFJMgCHzphrU8dHCYjrEEK8q8vH2j1U+cGRgzmk4414Nx53wfDw9GEQSBTTWBec9VEAQKCwspLCykqanJHgPIB4bFjkWMxzPc/UQHg5NpRAE+eE4db1tXTkrVyWoGAZelmXvo0CHq6uqmmV5fuqqUx5vH2NU1kbtI1rC9ZhiYJqdcTp0Lqm7wcmcYl2JdR1myzGb39Ud427py25cxr6HZ399PLBablWXndV9XrVpl9zbngiyKfPNdG/nqk+3s7Y2gmwaSAP/4SBufvmolH7uwge11BXz9qU7b2DqZ1W05tJl49OgoP3ilH0GwXB5e6Ajz+WtX4TgBMeS7L/cSTakUex2YpskrXWHOqi/kvCmZY54gtXHjRnuDWllZSWVl5bTNVHd3N4qi2DOVp5Pav5g4Ypgm//5MFwf6owgC7Oqa5OhwjPMbixGn6CT7nDJj0RSHW9q4+Kwt7En081rPBA5JIGuYrK8K2P6a8yFP6ilQFD52UaNN6pnKgJ3qVanqBve90s+e3kkAti8r4E/PX7Yo4s6pYKbIfz6rbG5uRtM0Wyw9EAicUlaZSCT+OMrxZiA/3xYIBNi2bRu7d++epUR/KhBFEVWzGvYj0TSPHx2lfSyOJIBpmKgmOCWRleU+PnvNKlbnxgV0w2KSToWRC0wnoy2o6zqHDx/G7XbbVl4nOpYiidy6rWZOKTjTNHno0AgPHhihK5ikxKvgc8n8ybl1/GLPEBM5P8cSr4N/vmENJfMstFPh8Xior6+3+3IzVWnKysrwFxTSMZ5E1Q1WVfhwKxLffLabock0pT4Hqm5w/8u9tI3FebkzjGlCtV+m0Rlnx9rls7IrSRT46k3rODQQ5beHRvh967gtEv93U4ymTyckUUASrbK1JGB7Wc5UUZmqoTkzMAiCQDqdZt26dfMGxpSq80xrkPF4hrWVPu44dxm9oWMUehRkUaAnnOI/n+/mC9euZtuyQnbWF7K3L4IoWt/9xy6aXaI1TJOf7h5AkQS6gkmyusHgZIpr1pVPC3JzYXAiPc24G2AsdlzoPxwO09bWxpYtW+bsX03dTIE1ghMMBm3h/+LiYkpLSxdNFPE7Zc5rLLI3KmnNoLHEs6hKQcdYgiODMQI5A2fDNHm6NciVa8rQTdMWiY+mMihonLNjB06nk0+/bSUPHRymbTRBQ6mHW7ZULVqlB+aWtZvqVanrOo8eHee17gkqc16Or/dOUlfk5u0bT61NtBRMHevJG3BPTEwwMjJiW8fls8qlGoYnEom3VOt4MTjjguNSSwfxeJxDhw7R2NhoL5r5of3TERxN0+SXh0I8dGgEUwwyHs+S1Q003UQFPA4RGdhUE+Bbt22eZtV07YYKfrirD6/TIKuZeBwy25YVokaDS7bVyvvc1dbWTrNcWkygndpfnLrg/O/rA9z3Sj8TiSwmkMhqrKnw8eXH2ylyK1QErLJoMJ7hoYPDfPi8xTsywNxjEYMjY3z5F0foi5lIkohTkfjwucs4OhS11TsUSSSh6jxyeJT6Ei+haIIn22I4ZZFfdHZzzboEn726adq9IgoCW+oK2FJXwO3n1DEUSVNf7J5T+P10QBQE7jhvGfe/0meNSQgC9cXuaSowMzE1MIyPj9PR0UFNTQ19fX10dnba7Nd8+TWrGXzpkTbaxuLIosDvDo+ypa4AM3eNAIo8CsdG44AVsD91xQpaR+IkszrLSz1zbmh0wySV1ekOpewNXCyt8d8v9JwwOK6q8LG7d4IyrwM918/OZ02jo6P09vaydevWRZfg3G633cvWdZ1wODzNtzOfxcy3+AqCwJ0XNbCs2M2x0QS1hS7esblyURmWqs/wS8TKOGuL3Nx+dh0/eq0fU9cxdY17btlkfyaHJPLObbPbGCeLuUZFesJp3EqOqWyYuGSRjrHEko99qtZQUzGTzZ5IJAiFQhw5cgTDMKZllSdax/84yvEGY2xsjI6OjlmOC6dqeDwVT7aM8XBzCK8i0B3JkszqdjYoCJbg+MpyL2X+2R6G126owCmLvNodxu+UuXlrNRUBF0NxEVVdvCHt5OQkR48eZd26dRQVTV98JUmaNzieyFHjV/tHkAVroZdyNj2JrI6aU1HJQ5FEwgmNU0F+LOLRjgQDSQmnYhJOamhJnXt+32GV93SD2hIvhmmSVg3cioSaSdEetEqteW/Dx5rHuGZ9+Zxi2wANi8wcThUfOncZy0s87O2LUOZ3cMvW6kURfwYGBhgZGWHHjh32DONMB41AIMCI5qFzPE6F32G7RrzWPYFLFq0KhGC511dMkVITBYHGUg9DkTT6TDZWDookUl3gpn08gZSTEBQEaB+LW22CBQLLHecvI5jI0BNMYQI3b6lia10Bg4ODDA8PT5vLXCqmjgsZhmGPzuR9O/Obh3yJPpnVefbYOLG0xsaagmkWUYvBijIPpT4HI9EMTslija6t8lPqc/DuHTWsDah0Doxx6VnbKfK9OWIF4aTGvr5JImmdSEan0OPAxCCtGVQFHPa6Mddc5VyYaXR8uiAIAj6fD5/PZ1eJJiYm5jR2nmtj88dRjjcIpmnS2dnJ5OQkO3funPUwns7guL8/gpKzcspoBvnlJu/upBuQyhpcMsfMmCAIXLG2nCvWTlfkWcr55QXSt23bZpepTNPkyZZxdnWHKXbLrFFmB67FWE1N3TUbpmUKq+eGlTXDRNOtz5tWdbYuOzUlnzy6gykMEzK6YGceCAJOSaBvIoWhZhBliU0VXtrHE6QzBiZWCViSrM8hmjAay56W8zlVXLyqlItXLW5e0DRNurq6iMfjbN26dRqpY6aDRiQSoe3oAMlkkoiRxuFwoCgOXIrIBSuKeaV7AkmwSEcfv3i5fZyBiRT/+MgxYhkN3YAbNlXw/rNqZ33/N26uZFdPGE03c2MvMkKOyLQQCt0KX75hLZNJFacs4nXKtsj7zM90MugJJfm3p7sYjKRoKPbwyctXsDPn2xkKhejp6SEejyO5/Xzm2UlG49ZoVLFH5h+uW82lqxdP8nApEv926wb+6/luesMp1lb6+NiFDYiCQH9/P0Zighsv3v6mKSMF41nufbGHrGZlj4mMTt9EGo9itWxu3FKNohyXeASmEevmCoL534/FMozHsxS4ZWrfgGqKoijTSHrzGTvn2cqnUlYNh8Pcdttt9PT00NDQwAMPPDAraejt7eWmm27CMAxUVaW5ufljpmneu5T3OeOC44nS8Tzl3ev1sn379jlfv5jg0zYa5z+e6WQ8nmFjTQF/eWnjnJqU5X4nmmkiGWbOVdwiMJi55Koy4OD2c5Zx7TwzR3mousHjR0fpDiYpdepsKVm43GGaJu3t7cTj8VkC6T95rZ8fvNqHIAjohoEblbN3ajZpZrFWU+87q5b/fK4br1MikraMll2KyMcvbmAokuGRI6MICNy2o4bLFhkAToT1VX5+3zKWWwDIMX5F3E4JnyjwzzevI5uMEh/p4f8SOv1JCVkEVbco9XkprlVvkWDyycIwDFpbWxFFkU2bNi14n+fLr5dt8/K7rqPE0yqmpjEaibK+ROSaWp2LG2oRHG4aSjzT7tt/f6aLeEanyONAN0weOjjC5toCNtVM39xcvKqE9VUBOsYTaLqBIMCfX9wwi3U5F0RBsAk5bW1tJNMZ1q7fcMpBJJnV+dKjbaRVi0g0MJHinx49xjdv20hSE3ikK8tk0s35jdX8eHcfo3EVEcA0CSdUvvFUx5KCI1hkrS9et3raz3p6eohEImzevPlNHZA/OBAhoxm29ZtTEfE6ZN6xuYq64uPG2CnN5InmcUZjGWoLnFy8sginfNw5SJKkaWXazojBA890I2DpqV61ppTL17xxTNGFjJ2/+tWvkk6nicfjs5TMFou7776byy+/nLvuuou7776bu+++m3vuuWfaa6qqqnj11VdxOp3E43H8fv9dgiD81jTNocW+zxkXHBdCIpHg4MGDLF++fBpbcSbm01fNIxTP8rmHmjFME7ci8Vp3mK9kNO6+af2s1960pZrnWobpD2lIoqWAk99cOxWJu29az9qqAC3DMTrG4gQ8CucuL54m3WWaJl/7fTuvdU+gSALprMqBEol7VptzLpL5cQWv1ztLwMDMkSk8DslSuTFhPJJhV3eYK9eWLzowZjWDGzZWUOiWefZYCKcscsmqEtZW+e0+1Xt2WH2V00khv3FzJYeHojx21LLvkUQBv9MaTTi3sYg1FR4OHmxn5YpG/uOCag71jNHcN84P9oWIqdZ38LeXL5/lY2eaJj9+bYAH9g4higJ/cm4dN21ZWpntjYKu6xw6dIjCwkIaGhoWfT0L3Apfevsafrirj7FYlqs2BHjn1koS0UnU8XGio1H6J/2kc+xXWZYZmExR4LKCZT4LHI1mYEaLzCGJ/M97N/G7w6OMxzNsqS2wjYgXA8MwONLczE+PJHmuN4352CtctbacL1636qQZlUORNMmsRpHHuv+KvA7CiSzdwSSf+uXRnLi5ya8PDCOJAgIgSZbSjG6YBGNpdu3aRUlJCW0xhb3DaYo8Vol0MS4e+cw+mUyycePGOQNjVjPY1x8ho+qsq/ZT5lvaeENWM/jf1wfY0xuhwC3zoXPraCq3em9W//f4vSGLIgVumeWlx1sEqm7wg1f7GYmmCbhkdvVGCad1PrCzZhqhJ7/+JVIZnu1TaahSrABqmDx5LMSmmsApO5ssFlNJaffffz8vvfQSd911Fx/84AdxOBxcffXVXHvttSfcNObx0EMP8dxzzwHwwQ9+kEsuuWRWcJxays1kMgBLvin/YIJjvr+4YcMGAoGFS3wnyhzbcr2VwtxDWOJ1cGQoSlrVp/WMTNNkYnSAO9ZAW9jF/3YIBFwyWd1AEUUM02BgMs3QZJr/eaknx1gUePZYkL+/ZpUt0TYUSbOnd5KyXO8oq8DhsRQj0cwsJ4JUKsWBAweor6+nurp6zvPXTROHkPuuc/eSbpjzEm+mIp7R+NenOtk/EEWRBD54Th3/NI8j/RsxVyWJAl+8bjWfuGQ5jxwe5Xuv9pHRTM5uKOSvLqxl3759NDU12QPK21ZUsm1FJe+9xGQkHCMdm2QyPM5rrw1NI7D8374h/uelXpuA8PUnOwm45Dd0h7wY5J1gampq5v0+F0JNoYvPTpEqBPC6jpevotEo4+Pjxw2MHQb9kyk8LgWXIoLAvCbULkXi1m1LP6e8TuqLw/BCn+UmLwBPtY5RVeCcVuZdCnxOCd3AZonmy/q7eyYIJ7P2hlMzDFsn1zBNBCzHi3XVhezcuYkfv9TBf73SQ1a3fvfwwSF+/KGtVBTOX23IV2o0TZulTpRHWtX5zIMtdAaTCFgiE/9y49ol2T59f1cfz7QGKXQrDE6m+efH2vnqTeuoCDjZUBPgpc6wLQ4ey2jcMIOdOhbLMhrN2N+p1yHRPpYgoRoEXIrtVZlvqwyPhUAQkUUwTEtfVwQSWZ234smQJImLL74YSZJ46aWXCIVCPPHEE3z3u9/lW9/61qKOMTo6aidHlZWVjI6Ozvm6/v5+rrvuOjo6OgDuWUrWCH8AwTG/mwuHw+zYsWNRlOG5xMenwuuUcqVRK7vSDBNFElEkkdaRGB3jCXwOkYLUMA5F5vxzdiK/9hr1Ey6iKZUytzUsPJnUKPYo3PNEO6ph4JBFitwKR4eiHB6KsrWuELAe9qnPmiAICCZ2iTCPiYkJmpubWb9+vU11nwlBELhhUyW/OTCMQ7KG3F2ywLa6wKIUb77zUi8HBqKUehU0w+T+l/uoL3afsjvIUlHsdfCBc+p4/9m1GCZEJic4duyoPRtnmCa/3DfE8+0hir0OPnpBPXUlASgJQMMym8CSnx/81UEDTddxyjIIlrTfEy3jb2lwTCaTHDp0aFqwP52YamAM1sZKaj1KdziBaaYQBLhtSxlrK09fCTqvk1pRUUFrS5hYRrelFQUBXukMnXRwrAy4uHFTBQ8eGkFAwMTk/WfVEs/olrh5br8nIuB1SkiiTCSlYZgmpT4HX71pHZIk8b294yRV0+YHDERV/u2R/dyyymmzX6fO3ZqmaZe8165dO+/z88yxIG1jcUq81iY3mlK594UevnHr7IrTfHi5I0ypz2n1eRWJsViG1pEYFQEn1QUuPnJ+PS91htB0kx31Bayrmv5cyqI1cpJfu/JLiDSVuZ3bGA8NDaGlYzRUljCR1CjyyERTKpIIBU5h2mzlWwFRFCkvL+cDH/gAH/jAB6b97oorrmBkZGTW33z5y1+e9v8LrXd1dXUcOnSIoaEhampqPigIwi9N05w7ks6BMy44Tv2g+fKi2+1m+/bti/4ST5Q5rq8KsG1ZIXt7J3JzagIfu7iBZ4+N881nu9B1g3Q6xebaAF+7bZNdnvq7q5r4/G9biKRUdBOuWFuK1yHRNha3yyFuh0hVgZu0epxBWl3gYnmJl87xOB6nRCylUekTSGc1+idS1Ba6GBoaoq+vbxrxZj7cedFyCt0Kr3ZNUOxV2OYK4kJFEJQTZnuHB6O22oYiWQtQ22gCn1PmG091WhJ01X4+dfmKU/KZXCwEQWBsZJj+/n62bdtm0+W/81IvP909gCVBa7K7Z4Kf/Mk2u4w1lcBiGAbFnQfonIiiqllr0TAE5hEeOSWYpklXMMlkSmVZsXveslo0GuXo0aOsX7/+hJWO04UDwyn2DKXwu2QMEzTd4KljIdT4S4xnZDbUFvKhC1bgcZ1cOS2bzXLgwAFbySeYGJkmT2iaFtvyVPC+s2rZtqzQyo4KXayu8NEdTNpElfwScN36Sv7swnpe751EkQTOWV6E12F94RNJjZkd/ReHTL70zs2z7MhKSkoYHR3F7XazYsWKBZ+fcEKdthg7FYlQYmnEMJcioeoGspjTaoVpLZhlxW7eW1w7z19Dud/Bhmo/hwajOGWRjGZywcoi2zIsj/7+foLBIFu3bKE+qfGT3f0MTqYpdMv8yc4aAm7HNFLPVAGCNxr5wL4QnnrqqXl/V1FRwfDwMFVVVQwPD5/QgjBXsTkCXAj8crHnecYFR8BmMx08eHDB8uJ8kCRpwVEJSRT4+2tW8UpXmMmUysoyL2sr/dz6nd24RJOsmqag0EvHhM7BgYg9MrCm0s//vG8L3aEksbTGnp4J/t//HUYSBUuzVBKIp3USTm1aqUWWRL54/Rp+tKuPrmCCzVU+9neP8enfNGMYJk0F8O41jlnEm/kgSyIfOGcZ7z/bmg0bGQnYuohTpcrmutFLfQ76winbFcA0wa2IfPL/jhDL6DhlgRc7wozHs/zXbRvfUFHxfFUgFouxfft0VuD/7R2yB+3BEoB/sSPMzXP0EUVR5BOXN/Gxnx0irVr9VrcicFYgzuuvv26r9Hi93lP6PKZp8r1X+njkyBiiaG2qPnt1E5tnOCqEQiHa29vZvHnzm6oCMhTJYJqWj6AkgIBAMKXzeJ+EZmR5fXiM17qCfGKbx5b4WyydPpVKcfDgQTsL7gklGY6kp71GAFud52QhCALrqvysm2KntLzUw7fetZFvPNVJNK1y6apS/uKS5SiSyNXrZi+MTkkgOaMqk9ENTFGiurqa6upqDMNgYmKC1tZWdF1H0zQGBgYoLS2dd3O6odqPsNfqG8qSQCytcf66pVUmPnB2Lf/1fA/RlIaBSWOph611i3fkEASBd26vpqnCx3jMKq/OJFv19fURDodtQlGpz8FfXbYiF5SnZ1p5AYK0qvPowWGaR+L4nBLv2FxJQ4nnDQ2WJ/ss3nDDDfzwhz/krrvu4oc//CE33njjrNcMDAxQUlKC2+1mYmIC4ALg35byPmdkcBwfH+fYsWNs2LDBLhktBZIkkU6nF3yNLInTfNtU3SCeyuIWsvj9AYvxpWVtB448ir0OUlmdLz3cQiStWSoypsWk1E2rPHvp6lJKZ2QUfpfMxy9pBOCrjx8jmNSpKZWIxWIcGhW5dFPDogKjaZq81BHiqdZxnJLAzVsrWVlZSVVVFaqq8oMXO3jg4UNousH5yzz8xcXLKS8rsW/yOy9q4AsPH2MiaTm3b6kNUOhRSKk6PqcVnGRRoG00TiSlUeg5uexRM4ycFJxATaFrFgtyqvHt5s2bF/WgLPSKdVV+fnj7Vn7fMoYsCly9voKaQpc9AtDV1TVNpaeoqGjJD/6x0QSPHBmlwK0giQKprM7Xnuzkxx86TpoaGhpicHCQbdu2LVk1ZKmYOZO4qtxrzYsaJqIokNVM29rKmRPJbpuE4romJDVGe3s76XT6hKo0iUSCQ4cOsXbtWgoLCxmJprn9h/uJTMkSZdHKirbPM3t6qthaV8BP/mTbol57w+ZKfr7neHtJBEo9jmnSeHlXl9raWurr60kmkwSDQVpaWlBVleLiYsrKyqa5zmypK+BjFzXwvVf6iGcMLlxZzEcuWJowxoUrSyjzOWkeiRFwSpy/smTJoviyKLJjnuucD4ybNm2a9V3ORZTKZ4sPHh5nT3+Ucr+TZFbje6/284mL6inyyPZrTlegzGeqJ4u77rqLd73rXdx///3U19fzwAMPALBnzx7uvfde7rvvPlpaWvjrv/5rWwkM+LppmoeX8j5nXHA0TZNgMMjOnTtPenE5Uc9xrvfsbG+jMQD9STemYO0KJVFgVflsFYfvvtxNdziJLInouolumjhNkYYSL4mMNmuucSZ6wikckkWmcLvd6LJAXzi1qHN95liQf3+6A0US0A3Y2x/h6zevZ1mxm5e7I/zy6CQ+jwsBgV1DWQK7ermwvAOv10tZWRl1paV867YNtI0mcCki66v9tAzH0af0YA1zdrlnPvRPpDgyFMUpS5zbWIRbkUhkNP7hkWN0jicxsXbcf39Nky1snZf7KysrY9myuV0ibttRw49f60fVrZEPv0vmwpUL9+2Wl3r4swsbpv3M4XBMU+mZmJhgfHyctrY2+5qUlpbOmpWNpTV+tmeAsWiWcxqLuHx1KeFE1hZMAHApIqGESkYzcMoiB1s72dcbpmlFI4Zw+mbjXuue4Gd7BhEEeP9ZtbgViU/96ihj0QzlASf/est61lX52VgT4C8uWc43n+3GNKHQq5DM6kytMQoCiLJCbUWtbV80VZXG5/PZfTlFUebUSX32WIi0quNxSiRzohG6AVtqC/iLS06u33g68bmrmxiaTPNazwSSIOJ3Sfzzjcd7ibqu2/6SebUpj8dj6+HmXWeGhoZoaWmZdk2u21DBtevLrXbMEiTjpmJNpW/RdmFLQW9vL5OTk3MGxhPhQH+E6kK3JdivSAxOphlN6JQFXNP0X2HxAgTzIZlMnpIAQElJCU8//fSsn+/YsYP77rsPgCuvvJJDhw5N/fV3lvo+Z1xwFASBdevWnZT2aB4nGuWYiqm+j/e85xy++WwXBwYilPoc/L/LGqkIHM8A80zIlzomrKCYY4VhWqUWMPmLS5bPq9ySR21AoqXfoKgkgKzI6NnsNLr2fDBNk9/sH8KVm38CS9rthfYg7z+7jtd7JxE4vkN0O2W6kwp/e8524vE44+Pj7N+/H0mSqCoro6ykDFm0AuSW2gB7+yK2L+C7d9TYgunz4fBglH985JjNCvz1fjdfvXkdP9szSNtogmKvFXAODkT4zYER3r2jxiapNDY2Ltgr+NPzl1HqU3i+LUyJV+GO8+tPWUBcFEVbCzI/qDz1muTLr8hOPvCDfbbKzO+OjNJz/jKuWV+OCXYwnExp1Ba6ccoiz+45yjdfmwDZCT1d1Ba6ueemtbN6QUvFq11hPvnLo2RzjiOvdk0gCNb9pkgC47EMd/7sEI/+xdl4HTLv3VnLjZsqiaY1Ctwy7/2e9TnyrJnGEg91RcfLhlNVaWZeE13XUVWV9evXT1vMpm76PQ4JXTdxKtZoyFvh7TkTkihy73s30zGeIJzI0ljqZTiS5hd7B/E7RAqTAyxfVjvvONhM15lYLEYwGOTAgQMIgmAHyhOV6TXD4Ee7BniieQxFsuaFr99Q8YZco3xgnG8E5UTwOCTSmo7XIdvtFpdDsjeNeUGR/D/5jfTJBMo/BHUcOAOD4+nAYhVo8rqsU30f//7a1XO+VhRF+4ZIqTqGCYJg2q4GV6wp4+u3bjzhew4MDHB2QZwWv0RMBVNVubiplCtOwKrMU7NNzGmZQF76C6yRFH3K71TNsJl1+aHcxsZG27g4X0IqKSnhM5fW8spACaPRDKsrfNP8+ebDd17qRRCgJBcE+8JJnm8P0RVM4FSOu344JJHuYMLOQhZDUhEEgZu3VHPzlqWPGsyEJRifwSmLlHgVm1Qx9ZpkMhm7nP9yb5LhSRVRFJFyUm3ffbmPO85bxicvb+Sbz3YTz2hUBlzcdVUjhw4d4qG2DILipDBHYuoNJ3m8eYxbtp7a+f/otQFU3bBLgmlVx+S4SbZVQTDpDaXsPp3XKdtB+b73b+Ge37fTGUyyttLH3165ct6MZ+o18Xq9dHd3U19fz8DAAO3t7XZJ+tKmYu59sYd4xqrOyKLI7WfXnRGBcSpWlnmhzMuTLWP85/M9GLpBKpNmVbmff9++OAHvqabfjY2NZLNZgsHgtDJ9aWkpRUVFs0QQfrN/mIcOjVDstghS97/cR5nPcUoernMhL1pwsoER4KYtlfzotQEmkxb7d3WFbxpvYi7916nBUtM0BEGYJkAwH/4YHN9CLCY45ktrmzZtWpSMUf6YiqJQ7FGIpzVMrB2WLHNCy5pUVmPfkWNIRoY+qYqs0UVjhYf3nVXHtmUFCy4sU2/EW7dW8a9Pd6EZKrppiZlfklOvuXlrFc+1BRmLZQHrd386R09kpnFxKBRicKCPknicFcWFlBV6F8Uoi6a16X0cIJZWWVnm48hQDG8u88zqJuVOndbW1nndGt4oTKZUvvBwK33hVG4TY5E5ZvZAnU6nLereJw4hHOuwFwHrs4lkVI0LVpRwzvIiEhkdt2Ry6NAhKisrUcUwLvk4c1EUIJRYvH7ufJgpHC0IYOimra1qmCaqbgmQz4VSn4Ov3bz4UQOAwcFBRkZG2L59O4qiUF9fz2gkxe8PD5Do7mGFJ83fn+Ph0V6DlCFxxdryOYlSZwJM0+T+V/rwKiIZLUUg4GYorrO3b9IWPTBNkxc6QjzZMo5bkXjX9mp7MH8mHA7HNFLP5OQk4+Pj7GtuY9+4gCa7Oa+pgkvXVrKrZxJvXqwDq5e/ty9yWoNjT08P0Wj0lAIjwLqqAH95aSMDEyncisSaSp+tyDMTc7mKTC29nqj8Go/Hz3jRcfj/w+Bomibd3d2EQqEF+5q6YXJoMEI8o7Oq3HL4HggnuH/XEImsjpyrzbtkCY9TYkXZ/F/2U80j3PNYC4IokjVERDGJYpgkxuLc/UQb9753CyXzlAxnKt5c1FSKW5F4+lgQj0Pixs2VtvNEoVvh2+/ZxO6eSTTDZGtdwQlLkTNHIvIPe3t7+4I9OYBzG4t45PAohW4ZNTe4vammgGXFbtrHErSOxDCBVUUiG3xJtm3ZdtKi1CeL/3mxh55QkiK3ggk82TLOxuoAl66eXw7vnOUlOORukllLQxcTtlc5OLh/H4qiWLZbfj/7jx2jsbGRsrIydjYY9uypnrOv2lJ76iMc7zurlv0DUdRcWdUpS1y6roRn20KAxZh939m1s8QkThZ5ndQtW7bYi19vOMkHfrCftGoRKbwOie/etoxPVEYJBoOgDdLTkzktjOA3AsmshqSl8Xm9yLJMQrP6xHk81Rrkm8922d/dvv4I37hl/bzi9ZGUyqHBKKIgsLzUzfebNZ46pqLpJoUulec6I+xp7kTUnKQyOh6HhIA111x4Gsejuru7icVibNiw4bSQZaoLXPMKRiyEfFY5U4AgvwbPHBWJx+N/zBxPFqf6cM0XHPPKHoqiLDg3qRsmX3m8jQP9k1apQBR4e73Jw/uOkcgaFLgVJpJZTBNKfArrqgJcOQ8Jp3Nkgq88chS/x4nX7eLQQASHJFLtwT7OwcEIl82hCWmapk0smnquOxuK2NkwtzWS1ykvuPAvhLxzRnFx8Zw9uXxvKp/5ffjcZWRUg5e7QngcMp+4ZLlNNPjyjWsYnEjR091FsUtg7dq1b8mwcftYAq/D8usTsBivXcHEgteoIuDku+/fzN1PtBNMZDmnoYi/vmIFLkUilUrR399Pe3s7LpeLaDSK0+nkvTtqiKRUnmsLIUsiHz5vGWfN8x0tBReuLOHrN6/jJ7sHEIDbz6njvMZi9vdH6A4lWV6ytFGA+ZBXiMlms2zatImsbpLWNbwOmX9/potYWkMWLebfZFLlJ/uCfPG61SzPiYIHg0E6OztJJpOnxAg+3UilUqzwqLTFHBiIVrVDFllbebxa9NDBYdyKhMchYZom4/Esz7eH5gyOo9EMf/vro0TT1nMZTWkIORMChywSz5osK3bzagg+f2kl//RkL/1jk4iSSEXAxdVrTo8YRHd3N/F4/LQFxtOFqVmloihzelWOj4+fViutNwpnZHA8VcwVHPN+iDU1NdTV1U37nW6YPNM6TmcwwbJiNwVuhf39k5T6rH5dPKPxQEsCTVAozlnXrK30MxbL8JmrV7G5tnDOPk44HOb514/gcrkQJJmeYALdMMmYxpTeoDDrb0/kqGGaJgcHooSTKivKPNQXn/5ZuhP1KQuKSvjR0RQvd0cRRYF3by/jvCnanIauE+w9Rm3x0vREATKazpGhGJpusr7af0pmxQ0lHnb3TOCUrYXPgGmElPmwusLH92/fOuvnqVSKcDjM2WefjcPhIBQK0dvbSzwe521Vhbxv43KKiopOykvUNE2yumGzevO4cGXJLKbu1rqC0xIUwSqLtbS0IMsya9et48uPd/DrA8OAVR2YTGSnjdGYwPgUVxSHw4GzoJTf7ItybFSj3JvilqZhlLY2PJ7jM5WnMtqSzOp89fcdvNIVxu+S+fSVKzl7Ae9MOD6C8pnrN/KLQ2H29EVYFnBy54UN04h2omiJYUwks/RPpNEMS53p2vXls/RHf7K7n2has8vYveEkgdz9KQoCOiYZ3UAWRLY01fKd6nIODUTJpFPUuTJ0th6mWxQXTeqZC/l+5/r168+owDgXZvYq4/E43/zmN7n88svf4jM7Mf4/GRzz5Jk88n6Ia9euneW4bpom//FMJ88eCyLnyA1VBc5pPTe3IjGmgSSbU35uyT+trwrMGRj7+/sZHBzkvG0b+VlnM0ORRK60AJpuEkqBIWepLXKzs75o2vmcKDB+/clOnm4L2kq6d71t5bSZzamIpTW+/UIPzcMx6ord/MXFy6ctDIvF1D6lqqp89Cf7eX0gASY4Zfjp7n5qC11ct7GSdDrNoUOHbCWVpSCR1fi737TQF04CAgVuma/dvI7KwMmVDT92YQP94RRj8QyGAec3FnPZmpPLrEdGRujr65tm5ltZWUllZeW0knRnZydut3tJQeHQYJSvPN5OJK1SW+jmC9euonYRQfxUoes6j79ykIzkYueaOv5v3zC/PTRiO9Ds7pmgqcyLLAkYhpkzWha4YOXx50g3TD7/21b6wkl8LpnuiSz3HTb59nt2YqrWpirvyTiXfNtoNEPzcIxir8KmmrmNcv/l8TaeaQuhiALJaIa//U0z3//AllkC9HnEYjGOHDlij6B84tLCea/BO7dV8+XH2hiOZhCwZjZTquUQ8q3bppPsxuNZHNJUcXABPcfwVnUDwzRJZQ3esaUcURAo8zlnSRhmMhk7006lUhQWFi46087/zXz6r2cyMpkM73vf+7jzzju544473urTOSHOyOB4Or/0gYEBW5psLiJIMJ7lhfYgpX4HYm5gtD+cQpZE0qqOUxYJJ7JsqnSiiU6OjVuD7SbWQ+WcMcBrGAbHjh0jm82yc+dOJEliXbWfZ1vTyJKAQ5Ko8MsYapb3n1XDjVuOj0wsxoPxyFCMp9uC+JwSomC5xX/tyU4uWFkye9DeNPn8w620DMdwOyRGetJ8Kpjku+/bfMIxjYWwdyDOweGUpWAjCKiGSTyj8dieNqrUIeLxOOvWraO0dOlB6LcHR+gOJijyWKzSyaTK/a/08bkZ4tuLRanPwbdu20jfRAqnLFJb6LKva8tIjC88fIyRaJo1FT4+d3UTvzk4wuGhGDWFLu68qMHuwfT29hIKhdi2bducWeHMkvRMo96FVHrCiSz/8LtjABS5FUaiab7wcCvfff+Wk56lWww0TeOrD+7mhUEDp1PjBweP2ML6cu59Nd0kpRq8fWMlDx0aQcRya7lt+3EW7ng8w8BkmsLcd1bgtsqXfRMp1lb68fl8dvk1FArZ8m1FRUX0Z1x88ff9CFhB5pJVJXzlxtn6pi90hHFIgj1nmlZ19vRNzhkcI5EILS0ti1YounBlCTdtqeT7rw7gUkSKPAqKKHBsNG6LoOexo76Qo0MxXIq1US7yOBAFq6Q6Hs8ScMm8d2cN7905vwSc0+mkpqaGmpoae/Y2GAzapfr8BsLlOr4hzKtJpVIp1q9f/wcXGNPpNO973/t45zvfyYc//OG3+nQWhTMyOJ4OmKZJS0sLmUxmQVk2VbdYf/lbTRCsjPB9Z9Xy4MFhgvEsW+oKeHu9QGlxAQfGTYYiGdZV+WeNO+RnJouKilizZo19A5/XWEz7aJyAW8YlS2Q0A7ehc9v2ahRlaR6MkykVScAOhIpkOaKnVWNWwAsnVFpH4xS4LS1VpywymczSMZ6YJTm1FLSOxJBEyFeuJdEyLl5ZXUIqNUl5eTldXV309vbO6lOeCCPRjGVHlNevlEVGIpmTPlewFq6VMxbRyaTKn//sMImshiIJHBqM8p7v76PQJeNzyezvz/DpXzfz7fdsZKi3C1VV2bJly6LKWFNd0hsaGqb15FKpFEVFRRiuAiY0hWKvk1TWos/ny8cBl8J4PMtkSrXtw6ZfozS/OTBCVjN427rykxooz2azfOex1/lVmzWyUoBGkVuhO5Swe4tWn9ZSOPr8tav4+2ua7M8H1uD4t1/sYTKpEoxn8Djcll6vaQljuGdsHGcKMkxOTvLR7x0mmTWQBQEEeK4tyEud4VllZI/DEpcQc1mbKAj2rO9UTExMcOzYMTZv3rwkVvSO+iIePDhqbzrjaRVVN/jOSz1c3FRqj8m8Y3MloXiWx46OIQqWq80Va0rpHE/idUpsrAksyhMzj6mzt4C9qTp69Ci6rtvqRePj42Sz2T/IwJjJZLj99tu55ppr+LM/+7M/mPP//2RwVFWVZDJJZWXltCA1FyoCTpaXeugYT+B1yCSyGnVFbt6+qYqbt1bbShhdXV1ImFy/aW7Kel4LtrGxcVYp8dLVZTxyeJRoWrUkvQS4odFtj4bMR7yZCyvLvAgIdlYbSWk0lHjmzAQVSYC8MbOQy0xNpo1fnAwq/NY8XyihYuSO6VUEtgaS7Nx+nAE8s0+Zz57ybuBzYVNNgKdagzlvO6u8dTpYnzPRPBxDN0ycORUgSbRGU+oKXThkCacsEU2rPP7qIbbWFbBq1aqTfqin0v91Xefpw31847F2dF1DECTOqvejajqGIuVk3wxEQbDl/KZicDLNu+7bQyKjYZjwk90DfPs9m9hRX7jo80mlUjz+yn5+02VavW/TtAW0C9wKBW5rYwXgdIrc9bbpQRGgO5jkC79rReS46ERfOEWBW0EUBC5uKqF+gfEmURQpLCoils3dj4KAaZhoms6rB1upEasoKyuzy6+fvKyRf36sjWRWRxIF6opcXD6jPB4Khejo6JhW9l4sttYVcFFTCS+0hzBNay7W75L51f5hHjo4ypfevpqzGoqQRZE/u7CBj+ZGpPLXpOIky/4z4fV68Xq91NfXo6oqoVCIlpYW0uk0ZWVljI2N2d6dfwhQVZUPf/jDXHzxxfzlX/7lH0xghDM0OJ7KBcwP9judThobG094LEkU+Ifr1/K9l3tpH4+zbVkBd5xfb0un5dsLC42HhEIhWltb2bhx45zD7eV+J1+7ZQNPtYyR1gzOaywmPdJhM7kWYzWVR1WBiy9ct4qvPNHOZEpjRamHf7h+buGCArfCtRvKeeRIzqXFtPQhV1WcmEatGyaDk1YpuCrgnHZul68t47n2EIcHo2Q0A9HU+Kudfi48e7pz+sw+5VTySp7RmBbdHBmO41Ikzm4o5NLVpfSGk/z6wAimCResLOH9Z89fojpZ+F0yumkiMHOeMycxZhgkU2lKCqtZuXLlKb2XaZq2qo4gity7O4jP7cSpeFA1jdf746wugJaJLIosYQoSt2ytIpRQqS6YHiB/tKufeNoauBYFSKsG33iqk5/dsX1R55JIJDh8+DAxZzmSNI4k5mbSBIFQQmVjtZ//fs9G9vZZ4yM76wvndGc5OBghq5uU5IgpNYUu4hmdD55TR1XAyYVNJSe8n0VBoKnMS2cwgSwImALIksxVO9fiVjL09PQQj8cpLCxkW1kp33rnevYNxChwy1y9vhzDNDk4EMGtSARI0Nfby9atW0+K+CMKAnddtZLrNlTwy31DvNARssegklmd77/aP419/GYs8rIsE4vFKCgo4Oyzz7aVevLenVNJPWciNE3jIx/5CDt27OBv/uZv/qACI5yhwfFkkTdE3rhxI83Nzei6vqgdlt8l8/8uX7HgayRJmlPSrq+vj+HhYXbs2LHgbrXIo7ChJoCqG9QWuekaE1FVFUVRFh0Y8ziroYhff3QnqmGeMAv8i0uWs7bSR+tonLoiN9duqDhh2SeaVvm73zTTHUxhmibnNBbx99ccd3h3SCJfvnENRwYitLR3sraqFNNfzk9fH6TI4+CKNaWzxJQVRZlGXpmYmGB32xD/+moIA0tZo7HUx7++cyMfPq+eD5xdh2Gas5ibpwvrq/2cs7yQV7smUTVLwPu8xiIGJtOQMUmlM2ysCXDR5oXvixOhZSTGlx5pI5zMUuZzctfbVpLK6hS5ZQTAIcs4nXDbhSvxK/CrPb080hrhv57r5jsv9vDn59fwoQtX2vdHLJcx5jdtgmAt3nkcGYryiz1DZHWDt2+s4IIp5cmpOqnB7gSiGKSuyM3ARArVsMqgX3r7GnxOhYubFh45cCnSNAarbpiU+Ry8e0fNkq7Pv966njt/dojRmFU6/+TljWxZZrUrppZfg8Eg6XCYbR6rJzc2meAvf9lKPKOhajpNBfDfHzznlBixgiCwqSbAK11hu+cK5DYhi5OjPF0wTZOOjg5UVbU9JvPenStWrCCdTtt9ynQ6PU2p50xgsOq6zp133sm6dev47Gc/+wcXGAGEE8ybvCXDKIZhLGg5NRNTB/s3b96Mw+Fg7969rF+/flpT+1QwNDREJpNh+fLl9jm2traiaRrr16+fJh2VzOocGoxgmrC+yo9DFvn7h5rpGLcYqwGXzB0bHBQ6TKqrqyksLDyjbp6vPdnB75vH8buszxRL63zsovppUmiZTIZDhw5RU1PDgbDEt57rtk2dV5Z5+ddb158wsH3854foC6dwKwLZbJbJpMbNq128Y0v1kvqUJwvdMHmydZyRSJpVFT7OXV7E7w8P8uKRbtYvr+aWncsXJb4+HxIZjdt/uJ+sbuB1yMQzGl6HhM8pMxrNUOCWyWgGGd3g3vdswuOQuOI/XkUzTCQBdAMkweRL5zpYXmExGpsnBP7mNy05LV+rn/qR85fxsQsbaB2J89e/OoqJ1UfXDZO73raSi5tKp9loud1uYmmNv3zgMCORNKZgGQh//pomzl1xPCimVZ2njwWJZzTOWV5EfbEHwzSJpTUEAf76l830T6YgZ9f2mbet5PwVS5/jM02TcFLF55ROeM/ke3J/+0gvx8K5rBdLR/hTl6/AxGQ4kmFtpY/L15TZG0HdMDEx51V9mYrm4Rif+uVRBNHahGQ0kzvOW8a1G8rxO+U3/FnNz5xqmrag+XIeUwX1JyYm8Hg8dla51PLy6YCu63ziE5+gsrKSr3zlK2fK2rbkkzgjM8elXMz8YL/D4Zg22L9YfdXFYurxVFXlwIEDlJSUsHz58mnnG02pfObBZtvrrsCtcPGqElpH45T5HIBAOJHhmSEXf7azmKGhIVpbWykoKKCsrIzi4uJZGo1vNtrGEjjk49msIEDHeML+fTwe58iRI6xatYqioiL+/Lev43ZIOCRrhKY7mOT1nslpWctcmEiqOCQRSRRxu9yk9Cy+4nIEQaClpQVN0ygpKTlhn/JkIYnCND/AiYkJCpID3HXD1tMibzU4mSarGbbOqc9pBci/vmIF332pl8FIGqcs8ndXraSm0M1LHZYDfD5DF0QTzQRvzSpqKhTGx8dxTYS4fZ2DBztUDEHk5i1Vdv/rieYxdMO0bcYSGY3fHBhhTUCnN1dyzC+WfpfMN9+1kadbx0lkdbYvK5xG7Elmdd59/x6GImkM0wqen3nbSn6xb4ho2gryt59Vy6vdE+imybt31Jy0XZUgCHMSj+aC1+tFdrroiPSgGVZWpwNaWuPe5zpAtO6nhw5as8CfvLyRb7/Qy4MHRzBNk2vWl/NXlzcuGCTXVfn5p7ev5vuv9pPWDJYVufj56wP87+uD1Be7+eJ1q09ZBH8+5AOjruuLCowwW1A/mUwyPj7O4cOHMQxjmsfrGx2oDMPgU5/6FMXFxfzLv/zLmRIYTwpnZHBcLPIGrHlNzKl4o4JjnngzVax8Kh46OMLQZMoeHg4lsjzZPJ4r01hMPpciMZ5Qpyn/T05O2mXhE8m2vdFoLPXQE0zYZBXDNGkstfoa4XCYtrY2NmzYgM/nw8j10/wu61YScqzDtHZiV5Wzlxfx2JFRJFGxCDiiwPaGEupqCxbsU74RpaOxsTF6enrYsmXLaas2FLgVdNO0xwE03ZLWWlXh4zvv20wiq+NWJHtUwBKdsPqdkmgJngPUFbspLPRRWFhIU1MTm5JJbtw8TjAYRNeD9HRDWVkZojC91GMC2XSKgYEBtm7dOute8rtk3jGPJuqvDwwzMJEmoxk5Mhf802Nt1Ba5KXDJhBNZPvvbVhTJGq3Y3x/lVx/dMWd/8nSjczyJYFpVCkEAwQQDSOkCRYrBSEwla8APd/Wzr2+C0ZiVlSLAY0fHqAg4+cDZdQu+R16Fqn0szt/8qhmvU0YRBXrDSb72ZAf33LTutH8u0zRpa2vDNM0TEgnngyAINqmnoaHBfob6+/uJxWIEAgFKS0vfEFKPYRjcddddOJ1Ovv71r58R5d1TwR9scJyYmKC5uZl169ZRVDRbKeONCI7xeJwDBw4sKFYejGdsoWGwRhEUSUAzTFRNJ57ViKQ0dk5hFwqCQFFREUVFRXPKtpWXl1NWVnbaFu0T4c4LG+gcTzAwmcY0TXbWF3Lj5krbyHdqBiIKAhesKOaFjhBep0xWsxwkNlafmGH6ZxfUk87qvNARxq2IfPKyRjbXHld9matPOdWLsby8nJKSklPeQPT39zM2NjZnADkVVAScvP+sWn6yewARAQOTPz2/3tbXnKn8syrnhvJSZ9jSo0TgsjWlrCidTrjweDzU19fbjMZgMEh3dzfVWgx0g3BcR5YkVE3l/CrXNJ3UxSIYz5DVDXJkVsASkPco1r0dSqiYWHqhmmESjGf42Z5BPjbDT/NEyGoGP9zVx+GhGCvLvNxx/rI5RzTyME2TwYF+/A4BVAFVNzEFE6ck4nfJxFQD1TSssrRp0jISRxHBKSrIsowsCuzpjZwwOObRFUwCx3v7hW6F1pH4ooT5l4KpgXH16tWn7dhTnyHTNIlEIgSDQXp6epD/f+2deXwU9f3/nzu7m/smB0k4AiTcIeES8UQFFRESFBGtJ7X20tavrWhrtbY/rXj0sPVs0Wq9EBNADkXFA1AQBCEJhDPkIOdurs2518z8/tjMmItkk2ySDc7z8fDxMGGTnd3Mzms+78/7/XoZDOpNuDvzoF0hSRKPPvoodrudl19+ecgLI3ipOHZ3YhQXF1NcXHzWwX7wrDjKsozJZMJisXDhhRd2WcdPGRnKjpOVOEVXB2qTXWTxzBgarE7+/XURNqdEoI+evQU1nKhoYHxM2/Jde9u25uZmzGazOvekzA06BB+2H3PtB81JCFfnsDxBWICRF2+aRlF1M4aWtvn8FsuqGTNmdLjQ3j9/HAE+evYV1BIb4su988a65cLjZ9Tz4FVJrLqy8wtNs0PkhS/zOVBkISbEl/+7YiwTJ05UbyBMJhNFRUXqh7yrGwinJPHa7jN8W1DL8BBffjkvgWa7yMvbc2mwObhhblK/rNJvnj2CWaPCKLNYGRHuf1ZHF3DdaPzjhqlsyi7neEUDU+OCWTR1eJefB6PRqM4OTpUkRieUkXGghLqGRmbH6Jk3yTU+ovzNzA02qhsdjIrw7zCH2Jo5CeG8vucMdrFt20GJxcqIMH+cUtvvO0SZygY7PUGWZX6TeYR9hbWIksTe/Br2FdTy39tSO02tVwRkeIDMjIRhHC6toyVOlXnjh5Fb1sCxigbXY4EgPwOyDA5JQhAEHA47jVYRg0OnjkR0d9MwLNAHGdQUlCa7SFSwj8eF8fjx4+h0Oo8KY3t0Oh1hYWGEhYWRmJioNvUcP34cm82mVmbCwsJ6JG6yLPP4449TXV3Nq6++ek4II3hpQw64Gj7aozTB2O12kpOTuzyx8/LyCAoK6rT02RMU30mbzYYgCKSmpnb5eFmWWbu/hMyDpUiSzIJJkdw+ZwQ7T1Xz4o4ChgUaMegF6podxIf79yhOyOFwYDabyS+p4Ok9FuocAga9HqNBzx8WJnFBL5ohukOSJI4cOYKvry9JSUkDuoewan0u3+TXoNe7SpIhfgbevnOmuqcGrvc788AZ1u4vQXQ6WDBKz1VThhMdHd3GouxPW4/zSa4JcMU8BfsZkJx2nJIOP18jkgy/mT+OqyafPYDZ25BlmW8LaymudTn8TI4NVs9XvV5PfHw8lZWVVFZWotPp+KRUz7ocCz4GAb2g4z8/SmFqFyv8Fa/uJ7ukvs33DIKOURH+mOpsWJ0SYotI+hkF/nHD1A7D+11RZrGy9JVvoWWcxhW07QpNbn9ciqmHXq9n/Pjx2JwSG7LKKapuYuLwIK6dOhxzg42fv5PN6aom/AwCkUE+2BwSQqvO01B/A39ZmADNtVRXV6spK5GRkZ3eaMuyzF8/y2PXyWoEwZVd+adrJ3jsZrS1MPZllraviKKoOvUoTT3u2B/KssxTTz1FXl4eb7zxhjfPX54bDTmA+mFRsNvtZGVlERER4dZGtSdWjspzRkZGMmbMGI4dO+bWcd80ewQ3zozD4RQRdK7v1VmdCIJOLbn6GfXUNPUs789oNBIXF8f+SoFmrAwL1OFwOmiy23nuk6OMv2EiERERHrtzs9vtZGdnExMT08Gsvb/YebKSD7Ir0Ot07DpVRbCfqzvQRy/QZBfJKrZw6fjvh7+35Zr4584zLWe+nrUnZUbGyjQ2fm9RFh4RyUdHTPgZXPlyMjKV9VZ8DAIjWgbVrQ6RtftLhpQ4/unD42zNMQGuu9j7Lksg2a+GkJAQ1ew9ODiYMWPG8O3pSjI+OYxdlHG0fC5+8W42X/7fBWc9X2aOCuNIWT1iq+3jMcMC+N3VSYQHGPn3V4V8frwSH73AfZeP6ZEwAuqeqsMpYxddAeJ+RrnDqlSSJHJzc/Hz82PcuHGqi9VN7cZGhof4cfWUaF7eVUiTQ6Soxsrk4UG8cnMKh0vrkGRIHRlCiJ8RcPmdKpWZ1sHfkZGRhIaGqiNWv7liHIuTh1NvdTImMsDt5qHukGWZY8eOIQjCoAoj0GZusrX9YXZ2NrIsq+9L68Y4WZb5xz/+wdGjR3nnnXe8WRh7xZB4NfX19eTk5JCYmEh0tHsXL71er7rO9AbFTEB5Trvd7rbYKh6pgg4szU7K6mxEBfmiw3URNuoFaq1OrpzUMabKHZS5NoPRiMFoRG8UkZDVdn1PNPQ0NTWRnZ3NuHHjiIrq3XH2lC9OVPKXbScRdCBJMvU2J75GQU3UADC2G63YnF2BKMlYHWKLq46OnWdsPHPdNHWfsrzChOh04pB16PUCoiihE1z/3xpp0Ook7nOktJ7nd+RjrrdxytyIJH+/6nr20zze/9E4xowZ1eHniiwumzhB5zp3ZBmqmxx8tfsbIsJCiIqK6tCkcet5I9iYVU6jzYkoyRgNAo8uGq92pf71+p6FKLcnNtSPuFBfjld83wntFGWyiy2ktuw9S5JETk4OISEh6hjV2aios7HuQCnDQ3yRZNc5VNloR5Tls3ZO+/v7M2rUKEaNGvV98HdJCUePHm3TvDKhZfujzupgz+lqjHqB5PjgXs/hKsKo1+sHvCLTHe3tD1s3ximl0yuvvBKz2cy3337LunXrBqVxsL/xenGsqKggLy+PadOm9ai9Xq/Xd1qadQcl7Dc5OVltvHF3Jdra8eZIWQOrPzmFJLm8JqePDOF4RSMWq5NLEodxx/m9W43NHh3GW/uKabQ5MbSsqG6YEceECaM7NPS4sx/XntraWo4ePcrUqVPP2njUH6w/WIZe0KlWeBarkwarE6fR1Zk4ZlggM0e1jWnSCzrqrK4VuA4dDkkiu6QOWZbbtLhff8bAB1ll2O0i6CDUR8Cgd3msGvU6RAlumOGdafYKJ02N3PnmQawOSbXt07d0bCKD3iAQGNH5zWPCMH9kWVatBMG1t3zxhXOpq6vDbDZTUFCA0WikxBnIfw7U0mATmTQ8iBmjQjEKApdPiOxyz7SnCDodM0eFcabG2mL4IBDiZ+Dr0zXcdv4oRFEkOzubYcOGMWpUR8FvT0W9lUa7iKXZiUGvIyLAiFNy/Y3dWe21Dv6WZbnD+yL7h/HX3dU0OiRkGUaG+/H00snqqI67KCVio9FIYmKiVwljZ7Ru6nE6ndhsNl599VW++eYbpk+fziuvvMKiRYsYO3bsYB+qR/FqcczLy6O6uppZs2b12PmiN2VVWZYpLCzEZDJ1eE5BEDp1yGn9s60TNSQZ/ro9D6OgI8DPgFOSySqp55nrJjMq3L9PH4hxUYE8vngi//6qkEa7kyXTYri1xWLN3Yaes+XItY5lap8KcLyikeomO4lRgUQHe364uP3hBPnqSY4LIS7Mj5gQX1cKSrs79YvGRfDliUpXVyUyep0Om1Oi3uZsKZ+5uPu8KERLOWViOKMig7hlRjSnik2sO1hOs0PisqRwLhkd4PEuRE+y9XA5VoeIXhAQZFf3qCgDogw6l2F5dHDnn5OZo8K4eXY8b+8rcXnuAv9antzGeSUxMZG88hpWvXsYSRIx6GROljuRRZE1t83ol/clKsiXUH+DOgJSb3US6m/E6XSSlZXF8OHDiY93lU+bHSLVjQ4ig4ydrtje2ldMo90JMtic0GwXGRnhT1xYz7u8278vzc3N/GlLLmZLA4FGHUa9njyzkw+yy7h5tvs3uUNNGNuj1+spLS3FbrerXd4ffvghv/rVr5g1axaPPfbYYB+ix/BacTx8+DCCILQZ7O8JPRVHZV8DYNasWR2es6uTuLOoqSabkyaHSGTLHatBcMXtVDbYPRJOnDoylBdvmtbt41qXjdqnQygD9qGhrtXYlwdPcKbSwiUzJncQxr9uz+Pjo2b0LXOMTyyZ2Ouh77Nx06x4/rjlOPVWp2se1KDnV5eN7XK1MnF4EJHBPjhaDN2DfF03ImUWGx9klWPUC6RG6rBUnOH+xbPaNF3EDQvhkpREdRyioKBA3af0liT7tuhQ+gp0Oh16nWv1qBN0xIb68uKKaV0Ot/9mfiLLZ8ZT2WBnbGRApzOJRRYRvcFAsI8fyDI+TgcnTA3s+noPkRFhHjequG56LB8fNVFe5zLNCPEzcsecOA4ePMiIESOIjXWt5r86VcVjW48jSi5D/dXpk5jR6vxrsDnZX2ghLsQPU4Nd3be8c+7ITrtyS2qbWf3xKYpqmkmMCuTBKxO7vOHz9/enSfYhLCgQPx89TocD2W7ju6P5TPO3qO9LV+VFWZbJzc3F19dX3Tsdarz99ttkZmayefNm/Pz8GDVqFD/72c/42c9+NtiH5nG8VhyTkpL65JPYE3G02+0cOnSI6OhoRo8e3aOT9mxRU0G+eiICjFiaHYT6G7E5XQPgSj7gYNA+HULZX8nNzWVbgYNdpeDv58vak4f57fxxXD7BtdeYVVzHx7lm/H0EBJ0rEeTPW0+w8WezPfoBnzs2gr+kTWLr4Qp8DALLpsd2W8abEhdMSnyoq60f19zdpYkR/Pr9w659SFHEX5B57faZZx37kQU9W07byS7WMToiimWjQ9R5yqCgIHX/drAbDtJThrN2fwnNdhFJljEK8Ot5o7hpjvs2d6IkY26wIUoyM0eFdvj7hfq7xh+U81nWGQgO0HPh3NlqmTEvLw8/Pz/1femLRZksu7JA7U6XmNkcIkWnjjFj4li1v6C60c6jW44jI+NjELA5JR7aeJQPfn6eKnyKTZyPUWBkuF+LOYVMwrCON6LNDpH73j9MdZMDf4PAoWILv8k8wn9vS+3y5mL6yFDyzE34GgUEvQGjD1wzZywjh/u0MQTvbHbwXBDGdevW8fbbb7N169Y+z0UOBbxWHP39/fvUbWowGNxqyFGafZKSknrceNJVBqNOp+Ohq5L4y7aTVDXZ0et03DNvDLGDKI6tUcwFwsPD+WTPQb4qd+JvhJqGZmwSPLQhl/V3z2RERBDmBju6VhmSvgZXmK3L+NyzH/JZo8N6FL9kEASeXjqZrYcrKLVYmRIbzKbschxOCX9BRgLsGNiQY+LeeZ3vWT/8wTF2n65GlmUOFNWyv6iW/90+A6NeR319PWazmcLCQrXtfyANGVqTMCyAN++Yzr8+O4mppo6b5o4lbbr7Jb3Pj5t5ctspwFWCvmx8JL+/um0zSOrIUC5qMSIAV6n791cnodfrVaMKcHmcKhZlsix3GebcFa/sKqSmyYGfUUCWwdJk59PyMK6+5Pu90zM1zeh0YGwRLl+DgEOUqaizqeIX4KPn2qkxrgSaFkefMZEBnZpR5Fc2UW8VCW7ZKwzWC1TU2Siz2BgZfnY/3x/NHoG53s7OU1XocIWdXzY+Ui3BtjYEV2YHlTzGkpISAgICGDeub0b2g8WGDRt49dVX2bJli0esFYcCXiuOfcWdlaNi19bTZh/4vvEGzp7BmDAsgBdvSqam0UGwn6FDUsVg09zcTHZ2Nj4hUfj5mKhpctDkdPlx2R0Sv3z7AL8/P4gAvzAkWcYhutIrGuwiCcMC+pwL6Sl8DAJLW9mgvfNtMZLoRDbo8PPzw2Fz0mDr/FyoabKzO68ao16HTufyhi212DhcWseMUWGEhIQQEhLCuHHjOuzfKoLQep6yvwmRG7llnIPU1Lk9qqxIssxTn5zCoNdhbPHA/eJEJdcmx7RxJRJ0Ov5wzXgOFNZS0+xgfHRQp6uv1hZlSrn+dItRRE/K0mV1VnS4xMzpdKDXC1jsrveyutFOndVJRKARUZTRtRyfU5KQ5Y5+rPddMZaxUQFkFdcxIsyPFbPjO11RB/joEWVZHeyXJFd5urNM1Nb4GARWXZnIfZePVWce2+Pn56faWSrVGcUnGFx7+p5wdRpItm7dygsvvMDWrVvVLZgfAj9IcZRlmYKCAiorK3vc7CNJkrrH6E7UlEEQVJ9Vb6Kuro4jR44wadIkHAZ/pK9MNNpF9ALIsg4fPdjwxRg1mlihievH6XjvqBUEgdhQfx5fMnGwX0KniKLIhEArx2XQ6Y3YnCI6Hcw7SwSTLNPpeHBnUx3K/u2IkSOpqG2iqa6G/Pzv5ymjo6N77C7SE4qLi6moqOiVzV2zQ8TulAnybTE117n2wGs7mbUVdDpmt8ou7I7W5XplfMZkMvHyZ7kcMENYoC/3z09i6oiOv/OCsRF8V1SLw+FAr9ej0+mYOyacl3cV8Pa+YvSCK8Xm0qRhrD9UhgzodTpWXZmo+vm2Pu70lFjSU7ruOh4d4c+lScP48kQlTlHGoNeRljLc7flFd0vYgiBQUVFBbGwsY8aMUasQRUVFCIKgll+9NY8R4JNPPuHZZ5/lww8/7NSm81zGax1ynE5nn8qqTqeTAwcOMGfOnDbfVxxfBEFg0qRJPbqQffPNN8yYMUMVxaG4bwCuFfPp06eZNm2aunfw+TET92XkAq5UiNgQX5wS/P2GKUwa7hrnaGy2UlRmxlpXhc1qbdPQ4w3vhWLaEBsXxxfFEpuyKzDqddx+/sizDvfLssz9mUfYl1/r+hqZuDA/3r5zRqcdkdWNdn6TcYTCGlfW5YpZ8dx1wUjVOL62trZf9ikLCgqora3t1hmqNaIk8+XJSsosVsYOC+SVrwo4U9NMoI8BuygjyzKv3z7d4/vglQ12/rT1GLtOVauNMb56eOyCQKaNiSEqKko97yx19fxx/UF2u6qhXJs8nCsnRfHA+lz0epfgNdlEmh0iIX5GdDpodjiRZB1JUQGkp8ayfEZcj88/SZbZcaKKM7XNjBkWwEXjIjx6DivXmcDAwE5HHGw2G2azyzzearWq5df+vLnqKZ9//jl/+tOf2Lp1q9vz5V5Mj/+4XiuOoij2aYhflmX27NnDBRdcoH7PZrORlZVFTEwMo0aN6nHjzYEDBwgODmb48OHdlmGdkoTV4fJR9QbhAFfH30tfnKTBaid95ihunzta3UeUZZn/9+EJdpyswqB3ZQFOGh7M32+Y0mn5SCkZmc1m6urqCA0NJTo62qMOPT1BSWhJTEwkMjKy+x9ohc0psubrIrKK60gY5s8vLhnTxqJOoaCqiR/99ztqmx0YBR0RgT4gw58XT1CHzGVZpryqlue/yOOkqZGEMAM/mTuCkXExvdqnVCKM7HY7kydPdvu9lWWZR7Yc47OjlYiSKwlmybQYjlY0kGdqJNjPwB8WjmfOmI6rgUa7k1d2FnLS3EhyfDB3XTja7RJ6Sa2VFa/up6rx+xWpEhz847nxXD/BH7PZjM1mIzAoiO8Kq4kZOYbpCVEMC/LBIAi8/10p//j8NH4tJud1zQ4a7RLhAUYMAlS3mJ5HBbl8T++ZN4ZlrbJGBxtJkjh8+LDqTtQdinWb2WymtrZ20FN5AHbu3MnDDz/M1q1bGT58+KAcg4fRxLE1u3fvVsWxvr6e7OxsJkyY0OOLp9J4o+ytmM1mrFaruufUPiftm/xqXt5ZiF2UiA/z44EFXbeJDwRZxRbuX5eFXgeB/n40OURuP38kN8/+PurLIUpsOFRGbnk9CREBLJ8Z3+0+DLguBhaLBZPJRHV1tUcTM9xBKRFPmTKFkJDu00B6g0OUuHHNAU6aG1yfCp3LdCDET8+PLxzNnXNdQ+pOSeLO/x3ipKkRGZcr9rhwH/5vhgFZkjrdp/zyRCWv7CrEKUksnxnHsumulZDik2owGHpsL5ZTWsct//0OSbH90ekI9dOz5ZfnE+Cjxyh0XvlwShIr1hwgr7IJu1PC1ygwe3QYL980rcPjc8vqWbu/BIcok54ynDljwvnDpqNsyaloY1iuw2XW8PNLRvPzS1xiYa6s4v6MHE7Ugg6XYcOTC0dz4aQR7Cus46GNR9HrodEmqvvFgmuKCLHF/CA+3A+HU2b0sABeuzXV7femP+mpMLantYlHVVUVOp1OPWcCAgIG5EZ7z549/Pa3v2XLli3qjOk5wLnjrepJlMablJSUHjfeyLKsirSvry/x8fHEx8cjiiKVlZVqTpqy59Ss8+OFHQUE+ugJCzBSZrHxt8/yWJ3u+fw3dxFFkfW7c5GB8GBXOUuSZT4/XtlGHI16geUze/5hEAShQ+RWTxIz+kLrhPv+bC831duos7rCme2i5GrkkEFG16YDOb+yidOVTRgE1AafwjonUWOmER9iVOOlGhsbiYiI4IzNn4e3FSKKEuh0/HX7aXToWJoSw+HDh9v4pPaE7Uddwcf6lp8TZZkGm0iTXVQjszrjSGk9hdXNOJyu12h3SHxbUEtZna1N+fVYeQO/WpeDvSV95pv8Gh5fMpGqRrvq3KPoowz4G/UsTnatQKqrq1n39THy6vUYDa79T5tDZPXnZ3isqQJfg4FLEvz5Mr+JRpuIXgc+egGrU0Kx4QgPMCLodIiyhJ+be4D9jWJ1FxoaSkJCQq9+R3sTD5vNRmVlJadOnaK5uZnw8HAiIyP7bQb322+/5Te/+Q2bNm06l4SxV3itOHriDkmWZU6fPk1VVRWzZ8/u0Sqms8H+1uj1etVqSmlCqKio4JvTVTQ0QpDBH1kWGBZopKCq2ZVzOAgfYqWUHB0egqG8Tv2+U5K7zM3rLa0/3O07PKWWlVN0dLRHmhCUfMkZM2Z021QlyTJv7yvmg6xyfAwCP7lwFJdNcH90J8TPldwR5m+kstGOJMnIwPSRISyY2Pr3uErSTtGVBmFsNeoiIhAzfDixsbFIkkR1dTXPbT2Jze50dcviin7KPFjKGLmMmJiYDiHe7qJEPineq8ggCDpiuqlgiJLcwalI1+J125oNWWXYnRJBLU0xzXaRt78t5rLxkewvtGB3ft8vkBgdyLPXTWFEuL9qQhEYFY/zWJEaqG00uLpU58yZQ3NzM1FRZqaFlfH0Xgd+Bh0+RgMBkozd6eqYlmSXm46PXuCuC7u3lutvPCGMndH6hlw5Z1pnmipm4X2ZCVc4ePAg9957Lxs3bnTLru9cx2vFsa+IoojVasVqtfbYZac7YWxPaw9PIbyej0pysdpsNDQ04ECPr48RnSwCAyuODQ0NHD58mPHjxzPON4hdRdlUt+wF+RgEVl7Q/0kbnTn0nDx5EmsfGnqUbuPa2tpO8yU7Y+3+Ev7zdVFLNy48tvUEwX5Gt2cqg/0M3HXhKP79VSHh/gacElw+MZLHFk1Q920BTlTU02QX1UYUg6AjZUQIf9pynJOVjfjqBR68MpErJ0cTGRlJTGQVQmk5guAqo4qiTFNDPf7+MT0u/7dm7tgI3jtQSr3NidjSkbk4OQa90PX7PCUumPAAl2mFKLrMxpOigzpYsHXo8m2ZLbxhRhzmBjv/+6YYGZnrp8fx2/nj0AuuDMWCggKmT5+OobwJg1CM1CLGTlFmapyr8Us5Z0aOHMnHpYfILavDZnfgkGSCfPX85ZrRZJmcOGW4fEKk2jA2WCjCGBYWxujRo/vteQRB6JCcYTabycrKAuj1rClATk4OP//5z8nIyDjnPFJ7i9fuOUqShMPRs0gnBZvNxqFDh2hubuaSSy7pV2Hs7Of/t7eYj3NNCDqQJYlbkwMJl+sxGo1ER0cTHR3tkTu9rlDKjcnJyeoqrbrRzucnKrE5Jc5PCPeoiXRPad3Qc7K8lrxGH8JCQ1g8fTTRIWcvvyr5d5IkMXHiRLf/trf+9zuKa5vV1XujTWTxtOE8eGWiWz//+p4i/vN1EU5JJibYh9/OT+TixLYdjrIsM+/vu7GLEnanhLOlrJkwzB9zgx1/ox5Rcs3X/ftHqSRFB5JnbuS2Nw7SbBdd3rDIPLZgBNNifDGbzX2ap9ycXc6LOwuwOiXmJQ3jwSsT3Zq1rWq08+THJzltbiQ5PoQHFiQS1M5c+0hpPb9al4OzRdx06PjjovHMG9+5oJeVlVFSUkJKSopawXlrbzHP78gHXOMV/7oxucPevKXZwdOfnCK7tI64ED9+fn40/s46ampq8Pf3dytzsD+RJIns7GwiIiIGdbXVuh+iqampR7Omubm5rFy5krVr1zJ5ct+3f7Zt28avf/1rRFHkrrvu4qGHHur0cZmZmSxbtoxvv/2WWbNm9fl5u+HcaciRZRm7vWfJ4uBqzsjJyWHixInk5eX1aCasK8ebniDLMgVVzViaHcSF+fHliSq+yqvCR4AFCT5EyHXodDqioqKIjo4+q61ZbykuLqasrIyUlJRBu2i4i7J31WR3IksS/nqZP1wUysTRsR0aekRR5PDhwwQFBTF27Nge/X3ufjuLYxX1qt1Yg83JilkjuHde900Te05Xs2pDLoJOh6ADm1Nizphw/r5sapvHOSWJC5/5Cp+W3EhwlSntTlenpfI9m1PkN/PHqXtwpysbeeubAspNVdx8wTgumvj9Xo/i+2o2m9V9yt6ktfcHr+8p5L97iqFlpOXnl3b+XpaUlFBeXk7C+Mk8vi2PQyV1xIX68n+Xj+VMjRWnJHNZUgT7Ci1UNTqYEhvUxje1M1qvnCorK4G+rZx6g7cIY3uUbR6z2dxtcPGJEye47bbbePvtt0lOTu7zc4uiyPjx4/n0008ZMWIEs2fP5t133+0guvX19SxatAi73c7zzz/vleJ4TpVVlXir1NRUAgMDKSgoQBRFt8SxdeNNXy86Op2OMZGu5pB1B0rJPFRKuL+RRlHmzZxGHl8yhdggvRqy6nQ62+zF9UWUlY17d8uNg82/vyrAIUqEBbg+tPVWJ/tr/RkZ2djGsi08PJxjx44xfPjwXu3D/fTi0fxq3WFMdTZ0Oh3DgnxYNt29iKojZfXYnZIaTWTUC+SU1Hd4nEEQSBkRSnaJBaNecK0cBR3hAUYcooyP4fsA7xBfA0fL6/HRC0QYHSwYVkfyvBkdGsaMRiOxsbFt9ikrKio4fvw4wcHBREVF4RsUSmmdg/AA44DZE351qor/7ilWX8/aA6WkjAzlgrERbR5XVFREVVUVKSkp3P5mFsfKGwCoabRzx/8OEeTrGnV6cttJ/IyuvUSjXsevLxvLshlnH89onTk4ZsyYDqb6ysqpv24iJElSg9AHKgjcXVpv87QOLlbKr3v37uW8884jIiKC2267jTfeeMMjwgiwb98+EhMT1dLsihUr+OCDDzqI4yOPPMKDDz7IM88845Hn7Q/OCXFUGm9qamraNN64E3jc1zJqd3x1qopwfyN+Rj1+Rmiqt5FVYiFhWqxqM6WsDjpLy3D3eERR5MiRI/j7+5OcnOw1s5XdUWd1ttkH0+nAJgmMGzdObegpKSlh3759Lis4h4PGxsYeN/Q0210VAeX+UZbpdv9NYXiIn2q5ptPpcLSM6HTGU0sn8fAHxzhUXEeYv5FHrhmPoNPx+w+O4hBd7krTR4Twzy/zqW604xQlxgVL/OuW2QQFdt1t237Pqa6ujt3HSnhy51FX56xO4NbZ8fxsXv/7d244VI4ky+pKvNkhsv5gWRtxzM/Pp66ujpSUFOpsIsfLG125IjodjpY8SleTrozNKaHTQai/EVGSee6L01w3PbbNfm5XtDfVVxrkjh8/rpoyeGq0SMmZ9EZhbE/74GLFKONPf/oT2dnZXHHFFZhMJmw2W58M5BVKSkravCcjRoxg7969bR7z3XffcebMGRYtWqSJY2/oiSgcPnwYHx8fZsyY0eYu0WAwdOmy09/CCBDgq6exXkSJFpRlGf92ziutVwet0zKOHj1KWFiYahB+tjtg1RkmNrbX3Y2DxRUTI3llV2GLcLj+7pe2snpzOp2YzWZmznSlavS2oeelXQUIyuA+rkH3D7LK+clF3TdQXDU5io+OVJBTWo9OlvH30fPoNRM6fWx4gA/LZsRSVmeluWUM4pfzEnjzjukcLW8gzN/Iu/tLKK+z4SOALDo5VW9k2/FabpjReYLE+9+VUmaxMnNUGFdMiFTP1ZCQEJ7ffwxZMOCr1+Fwiryx9wwRDhOzxsX0uRLRFQa9jtY7MnLLis/1/zJ5eXlYrVaSk5MRBAE/g4yMrNa2xFbdr7JrHBSp5RcKOldWpUOUOnUp6g69Xt/mJqK1bZuSmhEVFdWr7YyhJIyd4ePjw8KFC3nttdfYsGEDTqeTzZs389BDDzFz5kzWrFnTr88vSRL3338/r7/+er8+jyfwWnF0B6vVSlZWFnFxcZ2eqN35q/a3MALcPHsET39yiqZ6G7IsMzzEj7ntSk/tj1lp2pEkSbUlO3HiBMHBwepwvVIybWxsJCcnp1fOMN7AjTPjabZLfJBdjlHQccfckarbTHV1NSdOnGDatGnqSrGzyC3lJkLJ1OvsJsLqkGi9UJRll/C4g1Ev8M/lyRw8Y6HR5mRqfMhZfTgPnrHwyObjiJLL1HrtgRL0AtwzbyzxYa6L8ZMfn0RAQhQl/Px8abKL5FU2dvhddqfEyv8dIq+yEacks/FQOSfOH8EvWgbpbU6JmiZXo49Op8PHKCAIEoExCfj7u8LCm5qa+mWf8ubZ8ewtqKHRLrpyHw0CN88egSzLnDhxAlEUmTJlivq58jPque38kbyzrxibU8LY4sIky5IrkxJUE3C7KDEtLqTHwmh1iOw6VU2TXWT6yFBGRfirNxGKebzValW3M+x2uyqi7txgiaLoGouKjh5yN6EKZWVlLF++nOeee45LLrkEgMsvvxxZljGZTH3+/fHx8Zw5c0b9uri4uM28ZH19PYcPH2bevHmAy4h9yZIlbNq0aSD2HXuE1zbkgGtFdLbjs1gsHD58mEmTJhER0bnYnDhxQt17aI2nGm/cJb+yiawSCwFGPXPHRnQwTHYHpYxmMpmoqqrC39+fwMBATCYTycnJBAcPbju7pykvL6eoqIiUlJRuyz3KTYTZbG7j0NPa2/S/u4t4bU+Ra2ZPdl2IX7gxmeR4zzrq/P2zPN7+tkQtNzolichAHzb/wuXxW9Vo587/fktRrZ1gPwM+Bj12UeL+K8a1SRYB2HWqigc35KqzipIsI8vw9W8vUsu8aS/vo7rRgV9LJ6woy/z75hQmDg9S3xtlNq62tlbdpxw2bFiffV+PlNaTeagUHTqunx7LpOFBHD16FL1e36mjjyzLbD9WSVaJhbhQP9YdKOGkqQlwrTrD/A0IgkBKfAh/XDShUwu/s2F1iPzs3WwKqpqQZdcIzTPXTe6yscfpdKrvTV1dHSEhIep7036//lwQxoqKCq6//nqeeeYZrrjiin55DqfTyfjx4/nss8+Ij49n9uzZvPPOO0yZMqXTx8+bN49nn31Wa8jxFOXl5Zw+fZrp06d36YrS2crRk4037jImMkBt0OktSmZcaGgoSUlJ5Ofnc+bMGXx8fDh58qTa+eqJfYPBprCwkKqqKmbMmOHWBVwQBCIiIoiIiGjj0KM09ERHR7NiRjQ6HWw9bMLPKPDzSxI8LowAQb6GNivU1lFIVQ02lv97L7VWEacM1U1OAn0krpoSw5JpHf0rrQ4JHTp1KF+xThMlGaPedU48vXQK92UcxuaQECWZn1w0ShVG5b1pv09pNpspKChQ35uoqKhenTdT4oKZEjcBq0Nk/aEy3t2VS2pcIEsvmMjh0nrqbU4mxgSppWydTsfs0WHkVzVypLSeMouNiEADgs5VonVI8OHPZxPahYPP2fg418zpyib8ja5OYatD5NntebyzcuZZf8ZgMKhVGlmWsVgsmM1mTp8+ja+vr1p+NRgMqifzUHWNqays5IYbbuAvf/lLvwkjuN7T559/nquuugpRFFm5ciVTpkzh0UcfZdasWSxZsqTfntvTDKmVo7KXYbFYSElJ6fbCqVwAlBNayWAcyokasiyTn5+PxWIhOTkZg8GgutCYTCZkWVaFcqildSslOYfD0SOT7a5obm7GZDJhNpvVUF5POfR0RmWDnR/99wC1TQ5E2eXJGuJnYFSEP6P8HWzPt+Lv67r42xwikUE+bPnFnE7Px6pGO9e98i2NNhHlrZg5KoyXbprW5nFNdpFSi5XwAKPbsUsATU1N6iiEKIqqGPRkn9LmFPnRa99x2tyAXXQ1OYUGGHA4XaVWg6Dj+RXJTBoeTJ3VwYpXD2BusOMQJRxO11C/f8vNgyTBW3fOYFREz/cC3/imiP98VaQ69jglGaOg46N7zu/x74Lv3xuz2azaQ44bN25Aszs9RXV1Nddddx2PPPIIixcvHuzDGSzOrZWjTvd967soiuTk5ODn56fGRnWH0pAzUPuL/Y1iRK3X60lNTVVfR3sXGrPZzPHjx9U9lejoaK//UCuGzf7+/m32qvpKUZ3IcYsvw8LHMnNEINUt5ghKQ090dHQH4/i+EBnkwzsrZ7I5u5y3vy3G0uQEGU6U13Fc1qFr3TCmF1q6NTs+d5nFyr6CWq5LGc6mwxU02URmjQ7jyfRJHR4b4KMnsReGDgEBAYwePZrRo0e3GYVovU8ZEBTC7vxadR+vfZfuF8fN5Fc24JRAwmUzV9ngQIfLas8hSvxx83HW/WQWnx6tpLrRgVFwiabd6Qqh9jMK2JwywwJ9iA3tXeUjdUQoBr2rk1gv6LA7RC6Z6L49YGfvzYgRI6isrCQxMRGDwdAmu9PdAfvBxmKxcMMNN/DQQw/9kIWxV3i1OCpYrVYOHTqkjj64i16vx263t9hyiQiC4NUC0RUOh0PtkusqbsvHx0f1YnQ6nR2MrpVAXm96H5TXFhUV1edh6sOldfznq0Ia7SJxoX7sPFmlJmhcMDac/7dkYpuGHsU4vruGnp4wLNCH66bH8spXhfgbBZxOJ35GPZKsw9liCqCUXq+e4rqAW5od2J0SkUE+HKto4O63s7A5JRpbEin8DDq+O2Mhv7KpX8rBnY1CFJaU8acvsilvBkEnYDAI/Gt5MikjXGnwTqeToyfzXfuh7YpMMlBvcxIeYKS83ga4Vpmi7GpU0qEj0EeP1SFidciMivDn6aWTVU/YnpIyIpSHrkzin1+cpskhcnHSMH67wD33o84QRZFDhw4RFxdHbKxrL1iZNVUG7E+cONHlgP1gU19fz/Lly7nvvvu47rrrBvtwhhxeXVZ1OBzU1NR023hzNioqKqisrCQpKWlIC2NzczPZ2dmMGTOm16GjkiSpdm0Wi2XQ8xcVlI7jhIQEYmJi+vS78syN/OTtLByijF5wlTiDffWEBfggyzI2p8xfr3c1aSjNWOBeQ09PsTslLv3718iiEx+DAZ3gSvG4+6LRfHTERIPNyYJJUdx90Wj+tv00H2SXowOSogNxSjLHKxpc7jot0RZ+BgG9oGPW6I5l1f4i82Apf92eh14HsuzKJx0epOfl68YSFhbmqmKExvCzDQU02sQOFwu9zrUHmxwfwr9/lKLmYdpbEj/QwaIp0fyhZRa0L+w8Wcn6Q+UYBB03z47v1mGnK5xOp9oFrwhjZ7R36WkdL9VfZXt3aWxs5IYbbuDHP/4xt95666Aei5dwbpVVy8rK3Gq86QxZlgkODqa8vJx9+/apkVLeYLvVEywWC7m5uUyePJnQ0NBe/x5BENQ9JVmW1RGRkydPEhQUpI6IeCq53h0UY/QJEyYQHt4xdLenKL6xQb4G5JbOziaHRBiu0qWgk8kqruPxj05ibrCRFB3EE0smEhvq121DT0+bVkSHjStHwKfFeqyijFGG5BEh3DQ7nlvnfD92tCWngk055SjhHcdNDUiSa+/O2XoWEJeYN9ndGz/xBJUNdtfenVEPCPjpZKySgN1uZ9++ffj6+hJnFPl7ehKPfJRPeZ1rhajDdVftoxcYFeHP40smApAwLIAXbkzm6U9PYWl2cun4Ydx3+ViPCOMft5zA9S7Bd2cs/OOGqUzrxQrb6XRy6NAh4uPjuxRG6OjSo8RLKWV7pTQdGho6oNec5uZmVqxYwW233aYJYx/w6pVjRUUFQUFBPb5gt2+8UUohJpOJ2tpar1k1dYfJZCI/P59p06Z53H9VQRmSVkZEfHx8VDHozzJRTU0Nx48fZ+rUqT3O2Dwb/91TxJqvi1ST7PI6K7IsExfqh12UkVtKeqIs42sQaLZLxIX58c7KGWe9QPemoUcR/UmTJpFjdpJbXk9MsB/XTI3uUDZ8cttJMg+VqZmEYksUliTLSJJMk8OVYOhvFPDRC/zfFWN7lbnZG/YV1PB/GUdaZhBdcVqXJIZzXXwj48aNIyQkRPV9bW5uJsviy7qjTYgyLE6O4ZY5I4gK8u2z+HXHPWuzOVJWrzb2NNicLJgYxSNnMWo4G4owjhgxguHDO3YP9wRRFNUxEYvF4tERmq6wWq3cdNNNLF26lJ/+9KdDtlrWD5xbK8dhw4Z16XDTnrM13rT3Gmy/aoqJiel0tmmwkGVZ9aScMWOGRyyvzkbrIenExEQaGxsxmUxkZWWpq83o6GiPBhUr0UWpqake/b1XT47mvf2lNNic6HQQ4mcgKsiHygYHEYFGlqbG8ubeM/i1DJcH+Oopr7NS0+Q4a5env79/h6aVrhp6lJV+cnIyQUFBXBSKamrQGaOH+WMQdGqZV5RlUkeEEupv4MsTVfgbBQJ89IT5G1k+M44buvAb9SSSLJNTUoePQaCqwYaPXuD8hFCujq5n/PiJ6kq/9T7luOpqLh6piIEVmixI/sMQWonBKXMjf92eR3WjnUvHR3L3RaMweMDLuD09FWRPCiPQxomnsxEaZZ/Skze9NpuN2267jUWLFmnC6AG8euUoimK33qgKvelI7WywXlk1DWR5sTWSJKmRTJMmTRr0/UBlRERp9e/rGMSZM2cwmUxMmzatX0S/uKaZ9w6U0GATmT8xkgvHDVOFJ7esnl+uzcHH4Do/nC2hxNvuOd+tKKfWKA09JpNJbejx8/OjvLyc1NRUty96dqfEL9Zmc7S8AUHn6jxdc0sqI8P9W1x2PBP87S6WZgfvHShh58kqjpc3IAg6ZFz7h79KMXDN+VO6Le+3FgOlGhEVFUWNHMBtb+bgcLqCoH2NAukpw3n46vF9OuZv8mv43cajLpMEZIx6V+PQ5Fj3jDGcTicHDx5k1KhRfd73dofm5mZ1xe1wOFQbxL50TTscDm6//XYuuugifvOb32jC2JFzJ7IK3BdHTzjeKJvrShPPQJUXW+N0OtXQ1ISEBK86wR0OhyqUVqtVbTxw9wPdOjFk6tSpgyL6sizz+Ecn2X7MRJNdxC7KTIwJYnX65D6ZNEiSRH5+PsXFxRiNRrWE5m5Dj1OSOFJaj9UhMSUuuEN24kBRb3Wy7D/fYq63Y3V+X871NQg02ZzcNHM4Dy7sOErSHU1NTZwuLmdlZiENrSJa9Trw99Gz78FL2jz+lLmRl3cWYLE6WTAxkhtmxHV7ju0vrGVjVhkGQWD5zDi3hdHhcHDo0KEBE8b2OJ1OtVGuvr6e0NBQtWva3UqW0+lk5cqVzJgxg9/97nd9vm50l8f4t7/9jTVr1mAwGIiKiuK1117r15BnD/HDE8f+soJrampS95oEQVCdNPrLgcZqtZKdnc3IkSO7bQQYbERRVO98lQHprpqdJEkiNzcXo9HYqa3YQCLLMqvW57LjVBVGvYBOB4E+et68Y0aHoF13KS4upqKigpSUFPR6vWp0XVlZ2WcXmoHk/e9KefqTU4iSKyVDxnVFCTSChMCPLxzFzy/pPv+yM975tpinPzmldt8q+BsgNT6EaqvIeQnhLJ8Rx8o3D9HsENHhakz68YWj+PEFnr/4KsI4evToXneBexJJklSXnurqavz8/NSbrLOdO6Io8tOf/pSkpCQee+yxPn+23Mlj/OKLL5gzZw4BAQG89NJLfPnll7z33nt9et4B4Nzac+yO1o03nl6JBAQEkJCQQEJCAlarFZPJRE5ODrIsq0Lpqf0CxYx34sSJHuna7G/0ej0xMTHExMSozU5KPFBISIja7KREhmVnZzNs2DCvuLvU6VzzgiF+BjWyqtkused0DWkpPd9rKigooLa2ltTUVPVOv7XRteK0opw7rV1ovI1mu6imZbgG6luag3QCwb5G0lN6f9NmdbgMxttjFyG7Je1kQ00Te06ZabaL+Bq/b1Bau7/U4+LocDg4ePAgCQkJXiGM4OqNCA8PV68BypiIcu60D3MWRZF7772X0aNHe0QYwb08xssuu0z9//PPP5+33nqrz8/rjXi1OJ7tjz3Qjjd+fn5tHGhMJlObkOKYmJheX+wqKys5depUm+SJoUT7ZieLxYLJZCIvLw9fX18aGxsZM2aMV3lSCoJOjUcCV4ZkT++tZFnm5MmTOBwOpk2bdtabs/YuNGazuV8devrCheMieH5HPjaHBDoZowAjwv24anIMN8yI61OQ8sWJETz3xekO35dkCGix05MkicIaG3odCEgIgoCMrue3/N3gjcLYGYGBgQQGBqo5jJWVlRw7doyf/vSnpKamYrPZGDlyJE888YTHzh938hhb8+qrr7Jw4UKPPLe34dXi2BmDbQXn4+PTJqS49cVOEUp3rdqKi4spLy9nxowZXueu0Rt0Oh1hYWGEhYXR0NBAVlYWYWFhatlRWXEP9mu99bwRvLq7CLvTlSEZEWjk4i46Stuj2PgZDAYmT57s9jnY2r2oM4ee7nI7+5txUYG8uGIaf956lJoGG5dPiub3Cyf0KlOxPdHBvkQF+VBq+X4WUmk2Ug0ZdDr8fPT4G/U02pyIooQOmUtjBfLz83vs+9oZijCOGTOmQ1qPN9PawWjXrl3cd999FBYWkpeXx80338ySJUtYuHDhgFae3nrrLfbv38+OHTsG7DkHkiEljgMdNdUdRqNRPWGVjXXFqk1ZFXSWE6esOqxWK9OnT/eaERJPoYwzTJs2TY3SUvZws7Ky0Ol0audrf81vdsWtc0YQHezLV3nVDAs0cuuckYS5mQShhGuHhIT0qWmqq9xOJbm+Lw49vWWUv50/zNKTmnqBR29iVm3IpbrRoRoEyECwn4HoYF8q6m1IkoRBL7By7iiunhLNq18XYWl2Mn9iJFdOCKeqqoq8vDyam5vb5FP25P232+0cOnRoyAljayRJ4i9/+QuBgYF8++236HQ6cnJy2LRpE08++SRPP/10n35/d3mMCtu3b+eJJ55gx44dXr+X3lu8uiFHlmXsdrv6/94kjF2hDACbTCbq6uraNKzIsszhw4cJDAxk3LhxXv06eoMS+dOVcYHNZlM7X5XSdH+m1nsKxVYsJiam3zL9WifXD3RDT1lZGSUlJaSkpLg9ZtNod/L/PjzB3oJaIgN9+OOi8UyN6+hMM2v1TrXaI8mu1/nLS8dw8+x41h4ooaLOzuzRYcyfGNnlOdB+uL6rDMbWKMI4duzYIRkKDq737P/9v/9HeXk5r776ar/cVLuTx3jw4EGWLVvGtm3bSEpK8vgx9BPnVreqIo5KBqO3i2JntHbnqampweFwEBMTw/jx473anac3KGXinlxcHQ4HlZWVmEwmmpub1Zkvd5LZBxLl4jp69OgBbflvHZ3Unw09Sum7dWORO/zsnSz2FtTiEF2jH4E+ejb+7LwO+5OX/WM3NY129C2GBwa9wCPXjGdxcu8H7ltnMFZVVbXJYGx9I3GuCONTTz1FXl4e//vf//q12vThhx9y3333qXmMDz/8cJs8xvnz55OTk6N21Y8aNYpNmzb12/F4iHNLHCVJwmq1DvmoKXBZiuXk5BAXF4fVaqW6ulr1NI2MjBzSpVVZljl9+jQNDQ1MnTq1169F2YdTktm9YR8OXEPbWVlZJCUlMWyY+3uT7lBc00x+VRNxoX6M6yZ2SmnoMZvNHm3oUdyYpk2b1qO/nUOUmPGXnYitriFGQcdj105gaWrbztYdJyp5YEMukuzaa0yMCuT126bjY/Dc37W1CbjS3RkeHs7x48dJTEz0+N9uoJBlmb///e9kZWXxzjvv9Ktj1jnMuSWOmzdv5sUXXyQtLY1FixYN2ZO7urqaEydOtPERVcpnFRUVbdx5IiMjh9TJL0kSx44dQxAEJkyY4LEbmNb7cDU1NQQHB6vm6AN5I9HaJ7Uvxu+dsfVwOU9+fAp9i1vPyrmj+PGF7kV2debQ092NxImKBqqbHEyICSQ8wLWfmJ+fT319fa+MGZySxLTHOzZj3Hf5WO6+qOPoxUlTIweKagn1N3LFxEh8ehlP5Q52u53y8nLy8vLalKa9La6tO2RZ5oUXXmD37t2sW7du0JvZhjDnljjKssyxY8fIyMhgy5YthISEsGTJEhYvXkxUVNSQOMlLS0spLi4mJSXlrHtGijuPYjowGO48vUEJoA4NDe1XR5/ObP6U8ll/3khYLBaOHj3qUXN0hUa7k6v+9Q3IrkF3qSVF5O2VMxgd0TO3nvY3Eq1TViQEjpbX89ruIvbk12AQXBWY52+cSrCtEqvVyuTJk3ssjNuPmXn601MU11jbfF/QwRNLJpLWh5lIT2Cz2Th06BCJiYmEhYX1ap9ysJFlmf/85z9s376dzMzMc7bxZYA4t8SxNbIsk5eXR2ZmJh988AE+Pj4sWbKEtLQ0hg8f7nVCqZQa6+vrSU5O7tGHsDN3nqioKI+adPcVu91OVlYW8fHxxMUNjBm2ghIpVVlZqVpYedq9qKqqipMnT5KSktIvHbUltc2sePVAB4Psv14/hVmjw3r9e5WKREFJOcXlVTyf7cDc1Crdw0ePKMmE+Oh4eVEUEydO7PFn57uiWu5+JxurQ2wz2C8AvkaBtT+eRVL04M3sKsKYlJTUIQO2s31KpWLjTeIjyzKvv/46mzZt4oMPPvCqz/4Q5dwVx9YoqRWZmZls2LABWZZZvHgx6enpjBgxYtCF0pN2aYo7j9lsRpIkoqKiiImJGZQRCAVlDy4xMXHQGxyam5vVzlelYSU6OrrH+Z+tqaiooLCwkNTU1H5budtFiUUv7KXB6sTHIOAUJfSCQOZPZxEV1PuLtF2UePiDo+w4WYXVIQEyBh1YW8JtDILL01SS4bvfX4q+F3u5z3x6ije+OYOgc5mSi5KMDvAzCqy6MpEbByhSqzO6EsbO6Gyfsq/m+p7grbfe4r333mPz5s19Opc1VH4Y4tgaWZYpKytThbKpqYlrr72WtLQ0xo4dO+BC6XA4yM7OJioqilGj3Ns/chfFnaf9CISnS35dUVdXx5EjR5gyZQohIT0Pk+1PlIYVk8mE3W5v8/64ex609knt7xnDI6X1/F/GYRrtInpBxxNLJvbIjKAznt+Rz5t7ixFw5RqKMhgFaFk4IuhAD0QH6HgpbUSv0iBe3JHPK18Volw6pJbMzMy7ZxPsN3ij0zabjYMHD/Y6PLt9w1NERMRZZ5X7k3Xr1vHf//6XrVu3Duhn+xznhyeOrZFlGZPJxIYNG1i/fj01NTVcc801pKenD4jhdVNTE9nZ2YwbN67fh4zbj0AoQhAcHNxvr1MpNU6bNs3r72adTqf6/jQ2NqoXuq4aMvLz87FYLD0ug/fpOCWJmiYHYf7GDkHIveHO/x3kcGk9Rr1Ag81BS7iGilGAqGA/XloxhRCaVfP4szX0ZBVb2JRdjtEgsGJmPAnDAjA32LjulW+pszoRJRk/o55nr5vMvPGDV0WwWq0cOnSo18LYnvazygO1T7lhwwZefvlltm7d6nU3n0OcH7Y4tqeqqoqNGzeyfv16ysvLueqqq1i6dGm/5CTW1tZy9OjRQVlRKSkZJpOJhoaGLt15ektpaak6IO7NTUKdIUmSOiJisVgIDQ1VzdEFQWjjkzrYGZp95ZHNx9h2xIRB0FFndXb4AAf4CLx5+wwmtYp0OltDz8k6gd+sP4rVKaFDR4CPwFt3zmBsZCDmBhuZB8tosolcMTGSlBGe7eTtCZ4Wxva036dU0jI83TC3ZcsW/vGPf7B169YhEUAwxNDE8WzU1tayadMm1q9fT0FBAQsWLGDp0qVdmka7S0VFBQUFBaSkpAz6xrkiBModb1hYGDExMWeNk+oOWZbV5ImezsF5I7Isq0JQXV1NYGAgdrudoKAgj46iDBaVDXZuf+Mg1U12LM0d494Mgo47547k/64Y1+nPKw09JpOJ335UQr5FcnW4Cjqcosx1qbE8umhCf78Mt1GEceLEiYSFhQ3Icyr7lGazGcAjxgwff/wxq1ev5sMPPxyyI2tejiaO7lBfX8/WrVvJzMzk+PHjXHHFFaSlpTFr1qweCYgsyxQWFlJdXc20adMG3AezO1q789TW1qpxUsOGDXPrdcqyzPHjx5EkiYkTJw7pFVVnOJ1ODh06pP6/r68vMTExREZGDrnVcWsa7U4OFNbyuw+OUdPkaPNvPnodd8wdyX2XtxVHWZbZmFXOhkNl+Pvo+fnFCfxl20lOmhoQdK5/d0pw6ZhAVi+dMugNKzA4wtiezowZeurw9Pnnn/OnP/2JrVu3eiQlpLuwYpvNxm233caBAwcYNmwY7733HgkJCX1+Xi9HE8ee0tTUxEcffURmZiY5OTlceumlpKWlcf7553e5SlKG34EhIRxKaaiiosItdx7FYDsoKGhQGpv6m858UpVZ08rKSgRBUDtfB7sa0Bvsdjubdh7g6f02GuwtGY2CjiBfPW/fOZMxkW33jNd8VcjLuwoQZddVxNcgcOOsON75tgRHS0CxUa/jkctjGWFowGazqfmCrRt6ztQ08+KOfKobHcybEMmKmXH9cu4oHdODKYztae/w5M4+5c6dO3n44YfZunUrw4f33kqv9TF0F1b84osvkp2dzcsvv8zatWvZsGHDUAgr7iuaOPYFq9XKp59+SkZGBgcOHOCCCy5g6dKlXHjhhW1Whc3NzRw9epSIiAhGjx495ISjdemssrKygzuPw+EgKyuL4cOH95vB9mDijk+q1WpVO19FUVSF0htWTN1htVrVUZuQsHA2HCrjixNVhPgZuOvCUSRFt+2A3HGiknvey1GF0ccggAxpKdEMD/HnoyMVGA0CP78kgSsmuBrNlBSa0nIT72bXUNioZ2REIHvPNNBkd82NGPUCPzpvBPfOG+PR16cIY3+4FnmKs+1Ttp6n3L17Nw888ABbtmzxWN7pnj17eOyxx/j4448BePLJJwH43e9+pz7mqquu4rHHHmPu3Lk4nU6GDx+O2WwectexHqKJo6ew2+18/vnnZGZmsnv3bubMmUN6ejrx8fHceuut/Oc//2H69OmDfZgeofVQvSAINDc3k5iYqBoLn0v0xidVye00mUxqbmdvRiAGAuX1uducYhcl5j+3h5pGuyqOMq6BfkHQ4WsQGB8TxMs3TeswpiHLMr9Ym8O+ghrsLW2xUsvoiCDoWn5ez9e/vcjjr8+bhbEzlH3KF198ka+++orZs2fz1Vdf8fHHH3t05CsjI4Nt27axZs0aAN5880327t3L888/rz5m6tSpbNu2Tb3xHTduHHv37h30meV+pscfVO/aJPMifHx8uPrqq7n66qtxOp3s2LGDl156ic8//5wFCxZQXl6O1WodkiW39gQFBakZgsqMZnFxMaWlpUO6tNie3vqkts7tVDqDi4qKaGhoaBNHNtil9cbGRnJycnr0+ixNDiRJJsBHT4NNVO+GJcCocw34HyuvZ/XHJ3kibVKbn61qdLC3oAanKCG0NOzIgF0CJBkBGUGWKC4u9kjk1lAVRoDAwEACAwN5+umn2b59O3/+858ZMWIES5cuZf78+aSlpTFnzpwh3/B2LqGJoxsYDAaam5spKChg7969lJWVkZGRwR//+EemTp1Keno68+fP9/rZv65QzNFTU1PV0qFSWjxy5IjqztNX95nBQglgTk5O7tNgtV6vJyYmhpiYGLXhqaKiguPHj6sNTxEREQN+kVNSX6ZOnaoGTLtDeKCRAB899VaZYF89zU4JUZRbVn4usZckmezSug4/277q1L7MJAFzxoTjdDrJzs4G6PU5pMwQT548eUjP/+Xk5PCHP/yBjIwMxo8fT1NTE9u3b+fVV1/F39+/z9Uod8KKlceMGDECp9OJxWLROmQ7QSurusGOHTv485//zPvvv9/GkkqSJPbt28f777/Pp59+SlJSEunp6Vx11VVDytmivLycoqKiLs3Rla68iooKHA5Hmz04bysttqe/fVLh+z0mZUQkICBA3cft7y5mxbVo2rRpvdoTPVJaz30Zh7E6XHuFcxLC+PJkNZIkt4QTy1wwNpwXVkxr83OyLPOTt7M4eMaCXZRoiXR01a90rgagBxaM45bzRgJtHYzO1tDTGU1NTWRlZXmlK1NPyM3NZeXKlbz33ntMmjSp+x/oBe6EFb/wwgvk5OSoDTnr169n3bp1/XI8XoS259gfOJ1ORFHssiwkSRIHDx7k/fffV/cRlixZwjXXXOPVJaDCwkI1y8/di/hguPP0loHwSW2PLMtt9nGVyKTo6GiPH0NtbS3Hjh3rs2uRQ5QwN9gJD3ClnPz4zUOcrmxCp4NAHwP/u2M6caEdS+tWh8i/vszn0BkLhdXN1FudKKeAUS/w2q2pJMd3FDSloUdx6AkPDycqKqqDQ48ijD1dEXsbx48f5/bbb+ftt98mOTm5X5+ru7Biq9XKrbfeysGDB4mIiGDt2rWMHTu2X4/JC9DE0RuQJInDhw+TkZGhzi6lpaVx7bXXumWGPBAorjB2u71XkUUK7d15IiIiiImJGXA/ys4YSJ/UrmidsqLT6dRVd19Xsa1L4Z7eE3aIEjkldThEmanxwQT6dP/+VdTZ+MXabPLMjegFHb+7KollM7pPbFHK02azuY1Dj7+/P0eOHBnywnj69Gluvvlm3njjjXOmiW8Ioomjt9E6k3Lz5s2EhoaSlpbG4sWLiYyMHBQBkSSJI0eO4OfnR2JiokcDitu783QXwNtfDIZPqjvYbDa1tNjaPL6n5Wmz2czp06dJTU31qqglcJkQ+Bn06IWen1fKmFFJSQmlpaWEhIQQGxvrkYaewaCwsJAVK1awZs0aZs+ePdiH80NGE0dvRpZlTp06RWZmJps2bcLX11fNpIyJiRkQoezP1JDWtPfr7Kk7T28ZSj6p7cvT7rqrVFRUUFRURGpqar+GPQ8WjY2NZGdnk5ycjCAI6qobet/QMxgUFxezfPlyXnrpJebOnTvYh/NDRxPHoYJiPZeZmcnGjRsB1EzK+Pj4fhFKq9VKdnZ2l8Pv/UHrZpWqqqpu3Xl6iyRJHD16FKPRSFJS0qCXdXuC4q5iMpm6TMkoKytTDeDPRWFUum476yq22WzqzYTdblcN9r1xr7usrIxly5bx3HPPcckllwz24Who4jg0kWWZ0tJSNZPSarWqmZRjxozxyAdfmfHrr+QCd2nvzuPn56f6mfblYq/Y3YWEhJCQkOB1F8ue0H7VHRwcTHR0NFarlcrKSlJSUryqVOwpuhLG9igNPcpe99kaegaDiooKrr/+ep555hmuuOKKQT0WDRVNHIc6Sibl+vXrWb9+PRaLhWuuuYa0tLReZ1IqHY1Tp071uhGT1l2dBoOhV12dnfmknivIskxdXR0nT55Uuzo9cTPhbfREGNvTvqEnODhY9TQd6EasyspKrrvuOh5//HGuvvrqAX1ujS7RxPFco7Kykg8++IDMzEwqKipYuHAh6enpTJo0yS2hNJlM5Ofne0WcVnc0NzdTUVGhdnUqQtnVcbvjkzrUOX36NA0NDUyZMoXm5uY2NxPKHtxQbFZRUISxt3OarVFuJsxmM5WVlfj6+hIdHe3x7MXOqK6u5rrrruPRRx/l2muv7dfn0ugxmjieyyiZlJmZmRQVFamZlErjQnvOnDmDyWRi2rRpQ26V0dr4+2zuPL3xSR1KKA1cyrhN+5uh5uZm9T2SZXlINaso1NfXc/jwYY8IY2d0lr3YH+9RbW0t119/PatWrWLp0qUe/d0aHkETxx8KdXV1aiblyZMn1UzKmTNnAvDwww9z5ZVXcumllw76Hkxfae2sYrfbiYyMJDg4mLy8PCZPnuzVJgu9RcnSlGWZiRMndlsl6Ow9io6OJigoyGv3X+vr6zly5AjJyckDknaijNGYzWaPNvTU1dWxbNky7r33Xm688UYPHrGGB9HE8YdIU1MTH374oZpJ6efnx4gRI3j99deHdGhvZzgcDoqKiigsLFRjgKKjo70yIaO3yLLM0aNHMRgMveq6dTqdaldnY2MjERERqjm6t7xHijD21dmnt3iqoaehoYHly5dz1113ccstt3j0GKurq7nxxhspKCggISGBdevWdWimO3ToED//+c+pq6tDr9fz8MMPawLdOZo4/pBpaGhg2bJlxMXF4XQ6+e6777jwwgtZunQpF1xwwaC6xHiK1j6pPj4+VFVVUVFRobrzeJsI9BTFoCEgIMAjIdOKMYPZbMZisRAaGqqaow9WRaGuro7c3NxBE8b29Lahp6mpieXLl3PLLbewcuVKjx/XqlWriIiI4KGHHmL16tXU1NTw1FNPtXnMiRMn0Ol0JCUlUVpaysyZMzl69KjXBEB7EZo4/lCpqKhg6dKl/OpXv2LFihWAq9T22WefkZmZyZ49ezj//PNJT0/n4osvHpIryq58UiVJorq6GpPJhMViGVR3nt4iSRLZ2dmEhYWRkJDg8d8vy7I6IlJdXa3Omw5kV6e3CWN73G3osVqt3HTTTVx33XXcfffd/XIzNmHCBL788ktiY2MpKytj3rx5HD9+vMufSUlJISMjg6SkJI8fzxBHE8cfKnl5eRQVFXHZZZd1+u8Oh4OdO3fy/vvvs2vXLmbOnElaWhqXX375kOh07IlP6tnceQYjSspdRFEkKyuLqKgoRo4c2e/P137e1NfXVx0R6a8bJ0UY+zMdxdO0bujZs2cP1dXVpKen88QTT3D11Vdzzz339FuVIiwsjNraWsD19woPD1e/7ox9+/Zx++23c+TIkSFzQziAaOLYG9yp7SvU1dUxefJk0tPT26RrDyVEUeSrr74iIyODL774guTkZDWT0tsuWrIsU1BQ0Guf1PbuPIGBgcTExAzKDNzZUOY0Y2NjiYvr3qi7P2hsbFSFUhAEj4dcWywWjh49OqSEsT3FxcW89957rF27lrq6Ou644w6WLl3K9OnTey2Q8+fPp7y8vMP3n3jiCW6//fY2YhgeHk5NTU2nv0dZWb7xxhucf/75vTqWcxxNHHuDO7V9hV//+teYzWYiIiKGrDi2RpIkvvnmGzIyMti+fTvjx48nPT2dK6+8ctANAzztk6pESVVUVKjuPErJbLBGXRwOB4cOHWLkyJEMHz58UI6hPa3HaERRbJPd2RvOBWEE103MypUrmTFjBvfccw+ffPIJGzduJDs7m7///e8ed8Nxt6xaV1fHvHnz+P3vf8+yZcs8egznEJo49gZ3T8IDBw7wzDPPcPXVV7N///5zQhxbI0kS3333nZpJmZCQwJIlS1i4cOGAj0sMhE+qsloym829dufpC4qBwZgxY4iKihqQ5+wpDodDFUqr1ep2QLHCuSKMoijy05/+lPHjx/PHP/6xzWu32+04HA6Pj6M88MADDBs2TL1pr66u5umnn27zGLvdzsKFC1m8eDH33XefR5//HEMTx97gTm1fkiQuv/xy3nrrLbZv335OimNrJEkiJyeHjIwMPvzwQ2JiYkhLS2PRokX9nknZ2id1zJgx/fpcCorzjMlkctudpy9YrVaysrJITEwcMgYG7bM7w8PD1e7gzlb1im1hf+RNDiSiKHLvvfcSGxvLX/7ylwHrhK6qqmL58uUUFRUxevRo1q1bR0REBPv37+fll19mzZo1vPXWW9x5551MmTJF/bnXX3+d1NTUATnGIYQmjmejr7X9559/nqamJlatWsXrr79+zotja5S5u4yMDLZs2UJYWJga3uzpFY83+KTabDZVKEVRVIXSU92VirPPYJvA9wVl/KGiogKLxdKh6elcEUZJkrjvvvsIDQ3lmWee0Rpdhi6aOPYGd8qqP/rRj9i1axeCINDQ0IDdbucXv/gFq1evHqSjHhwUS7OMjAw2bdqEv78/ixcv9kgmpTf6pHbmPBMTE9PjcGKFxsZGcnJymDRp0jnj7NO+6cloNNLc3Mz06dMHfd+6L0iSxKpVqxAEgX/+85+aMA5tNHHsDe7U9lvzQ1s5ng2lk1TJpBQEgWuvvbZXmZRDwSfV6XSqQqmEE/fEnUcx2J46dSrBwcEDcMQDT3V1NUePHiUyMpLa2lqMRuOA7+V6AkmSeOSRR2hqauKll17ShHHoo4ljb3Cntt8aTRw7IssyJSUlaial3W5XMym7y1dUsiaH0mqqfThxd+48dXV1ql3aQPiIDgbV1dWcOHGiTSm1qalJbXrS6XRq56s3N+fIssyf//xnTCYTa9as8drZWI0eoYmjxuAjyzIVFRVqJmVdXR2LFi0iLS2tQ+epyWTi9OnTXpk16S7t3XlCQ0OJiYlR3XmU/beh3rHZFYowTp8+/aymEorxt8lkwul0qubovS1R9weyLLN69Wry8/N54403NGE8d9DEUcP7qKysZOPGjWRmZmI2m1m4cCFpaWmcOHGCv/3tb2zbts0rrcR6Q3t3Hl9fX5qampgxY8Y58xrbU11dzcmTJ0lNTXXbbcnhcKidr0qJOioqitDQ0EETSlmW+fvf/052djbvvPOO15hEaHgETRw1vJuamho2bdrEv/71L0pLS1m+fDk33njjWTMphzImk4mTJ08SERFBbW0tgYGBREdHExkZec5ceKuqqjh16lSPhLE97UvUg+GLK8syL7zwAnv27OG9994bUvujGm7RY3E8Nz6hGkOG8PBw7HY7YWFhbNy4kZ07d/Lss89y6tQprrjiCtLT05kxY8aQF8qKigqKioo477zzMBqNbdx5CgoKvMKdp68owjh9+vQ+iYler1ebdlqvvE+cOEFwcLBqjt5fJU5ZlvnPf/7Dzp07yczM1IRRA9BWjhoDzGuvvcbmzZt5991328y/NTQ08NFHH5GRkUFubi7z5s0jPT2d8847b8jt+5SWllJaWkpqaupZV4idufNERUUNCRN48JwwdoWSkKGMiPj7+6srb0/dUMiyzOuvv87mzZvZuHHjkJ7J1OgSrax6rnKuBJ9WVVURGhraZVnRarXy8ccfk5GRwcGDB7noootIT08fEpmUxcXFmEwmUlJS3Bb1ztx5oqKivLZ5p7KyktOnT3caHdZfyLLcxhzdYDCona99uaF48803WbduHZs3bz5n94Q1AE0cz11+qMGnNpuNzz77jIyMDPbu3cvcuXPVTEpvK0cWFhZSU1PTq/QQhfbuPH01/fY0gyGMndHc3Kx2vsqyrL5PPRG49957jzfeeIOtW7f2y/v7Q0v78XI0cTxX0YJPXR2OO3bsICMjg127djFr1izS0tK47LLLBrUcKcsy+fn5NDQ0MHXqVI/tl9rtdiorK6moqFDdeaKjowkKChqUjk6z2Ux+fv6gC2N7OnMx6u59Wr9+Pa+88gpbt24lJCSkX47rh5z244Vo4niuogWftsXpdKqZlF9++SXTpk0jLS1twDMpFTs9u93O5MmT+020nE6nOvrQ1NTUY3eevqII4/Tp071uxd6a1u9TY2Njp+YMW7Zs4R//+Adbt27tV29bLe3Hq9DEcSijBZ/2DlEU1UzKzz77jPHjx7N06VKuvPLKfi1HyrKsXuwmTJgwYKu59qMP4eHhxMTEnNWdp68MFWFsjyRJ6vv0+9//nqCgIKZOncq2bdvYtm1bv9sUamk/XoU2yjGU2b59+1n/LSYmhrKyMvUuNDo6utPHKW40TzzxxA9CGME1CnDhhRdy4YUXIkkSBw4c4P333+eZZ54hISGBtLQ0Fi5c6NHymSzL5Obm4uPjQ2Ji4oCWOduPPlRXV1NWVsaxY8c6uPP0FZPJRGFh4ZATRgBBEIiKiiIqKorMzExeeOEF1fXm3nvv5brrruPqq6/ukzNTVze0rdHpdJ2eIy+++CLXXHPNoCXQaJwdbeU4RNCCT3uOJElkZ2ermZSxsbFqJmVfymmSJHH48GGCgoIYM2aMV1mf1dTUqO48fZ0RVIQxNTV1yAlje3bu3MnDDz/M1q1biYmJ4eDBg2zYsKFfV5Fa2o9XoZVVz1W04NO+oaz0lEzKiIgINZMyMjLS7d+jCG54eDijR4/uxyPuG+1nBAMCAnrkzqOYGJwLwrh7924eeOABtmzZQnx8/IA9r5b241Vo4qih0R2yLHPy5Ek1kzIgIIAlS5awZMmSLjMpRVEkKyuLqKgoRo4cOcBH3XsUdx5lRtDHx4eYmJizuvMowjh9+nSvnyvtjn379nHfffexadMmRo0aNaDPraX9eBWaOGpo9ARlDEPJpNTr9SxevJj09HTi4uJUoaypqSE3N5cxY8YQFxc3yEfdN1q787Tev/T19aWiooIzZ8506e4zVPjuu+/45S9/ycaNGxkzZsxgH47G4KKJo4ZGb5FlmeLiYjWT0uFwsHjxYi6++GJ+8Ytf8Pvf/54lS5YM9mF6FMWdx2w2Y7fbkSSJ1NTUIRsfppCdnc3dd99NZmbmOTPnq9EnNHHU0PAEsixTXl7OG2+8wTPPPMPUqVO54oorSEtLG/Du1IGgrKyMM2fOEBMTQ2VlpVe687hLbm4ud955J+vWrWPSpEmDfTga3oEmjhoanqKkpIT09HRWr17NtGnT1EzKqqoqFi5cyJIlS5g0adKQF8qysjJKS0tJSUlRS6kOhwOz2UxFRQU2m00VysFy53GX48ePc9ttt/HOO++QnJw82Iej4T1o4qih4QkcDgcXX3wxf/3rX7nwwgvb/Ft1dTWbNm0iMzOT4uJirrrqKtLT0z1qHTdQKMKYmpp61nGPwXbncZe8vDx+9KMf8b///U/r0NZojyaOGoPDtm3b+PWvf40oitx111089NBDbf7dZrNx2223ceDAAYYNG8Z7771HQkLC4Bysm9TX1xMcHNzlYywWC1u2bGH9+vWcOnWK+fPnk56ezvTp071eKEtLSykrK+tSGNvTmTuPEkw8mEJZWFjIihUrePXVV5k1a9agHYeG16KJo8bAI4oi48eP59NPP2XEiBHMnj2bd999l8mTJ6uPefHFF8nOzubll19m7dq1bNiwgffee28Qj9rzNDQ08OGHH5KZmUlubi6XXXYZ6enpzJ492+syKXsjjO2RJImamhoqKiqwWCyEhoYSHR1NRETEgN4YFBcXs3z5cl5++eUfjCuURo/RxFFj4NmzZw+PPfYYH3/8MQBPPvkkAL/73e/Ux1x11VU89thjzJ07F6fTyfDhwzGbzV5VlvMkzc3NfPLJJ2om5cUXX0x6ejpz584d9BGJkpISKioqepQ52R2yLFNbW4vJZKK6urrP7jzuUlZWxrJly3juuee45JJL+u15NIY8mreqxsBTUlLSZih+xIgR7N2796yPMRgMhIaGUlVV1SN3mqGEv78/aWlppKWlYbPZ2L59O2vXruX+++/nggsuID09nYsuumjA3Wd6E8bsDjqdjvDwcMLDw9u485w+fRp/f39iYmLcdudxl4qKCm644Qb++te/asKo4XE0cdTQ6Gd8fX1ZtGgRixYtwuFw8OWXX5KRkcGqVauYPXs2aWlpzJs3r98zKftLGNuj0+kIDQ0lNDSUxMRE1Z2nsLAQHx8foqOjiYqK6lMmZGVlJTfccANPPvkkl19+uQePXkPDhXd3DGgMCeLj4zlz5oz6dXFxcQcPy9aPcTqdWCyWfo8M8kaMRiMLFizglVdeISsrizvuuIPt27dz8cUX85Of/IQtW7bQ3Nzs8ectLi7GbDb3uzC2R6fTERwczLhx45gzZw7jx4/Hbrdz6NAhDhw4wJkzZ7DZbD36ndXV1SxbtozHHnuMq666yuPHXF1dzYIFC0hKSmLBggVnjYYrKiriyiuvZNKkSUyePJmCggKPH4vG4KHtOWr0GafTyfjx4/nss8+Ij49n9uzZvPPOO20M0F944QVycnLUhpz169ezbt26QTxq70IURfbs2UNmZibbt29n4sSJpKeneyST8syZM1RWVpKSkuJVHbTNzc2YzWZMJhOyLKs2dl2FVdfW1nL99dezatUqli5d2i/HtWrVKiIiIlTD8JqaGp566qkOj5s3bx4PP/wwCxYsoKGhAUEQCAgI6Jdj0ugzWkOOxuDw4Ycfct999yGKIitXruThhx/m0UcfZdasWSxZsgSr1cqtt97KwYMHiYiIYO3atYwdO3awD9srkSSJ/fv3k5GRwccff8zYsWNJS0vj6quv7nEmpbcKY3tsNpsqlE6ns1N3nrq6OpYtW8avfvUrli9f3m/H4k7UVG5uLnfffTdfffVVvx2HhkfRxFFD41xCich6//33+fDDD4mPj1czKcPCwrr82aKiIqqrq5k2bZpXC2N7FHcek8nExo0bsVgspKWlsXr1au6++25uueWWfn3+sLAwamtrAVcXbnh4uPq1wsaNG1mzZg0+Pj7k5+czf/58Vq9e7XUjOxoqWreqhsa5hCAIpKamkpqayuOPP86RI0fIyMggLS2NiIgI0tPTWbRoUYeu35MnT9LY2DjkhBFc+7JxcXHExcWpUU8PPvggFouFrKwsEhMTOe+88/r0uubPn095eXmH7z/xxBNtvtbpdJ2OGzmdTnbt2sXBgwcZNWoUN954I6+//jo//vGPe31MGt6FtnLU0BiCyLLMiRMnyMjIYPPmzQQGBqqZlC+//DLFxcW88sorQ04Y22O1WlmxYgXXX389t912G9u3byczM5PvvvuO1atXc80113j8Od0pq37zzTc8+OCD7NixA4A333yTb775hhdeeMHjx6PhEbSyqobGDw1Zljl9+jSZmZm88sor+Pj4cMcdd3D99dcTGxs7ZI0WbDYbt9xyC1dffTX33HNPm9fhcDiwWq3d2vv1hgceeIBhw4apDTnV1dU8/fTTbR4jiiIzZsxg+/btREVFceeddzJr1ix++ctfevx4NDxCjz8EQ/u2UkNDA51Ox7hx4xAEgZkzZ7J161Z8fX1ZuXIlV155Jc899xxFRUV0cyPsVdjtdu68804uv/zyDsIIrtJrfwgjwEMPPcSnn35KUlIS27dvV32C9+/fz1133QWAXq/n2Wef5YorriA5ORlZlvnJT37SL8ejMThoK0cNjXOA5557jt27d/PWW2+prjtKJuX69etZv349jY2NLFq0iLS0NMaNG+e1K0qn08nKlSuZOXMmDz30kNcep8aQQiuramh0RXfpIX/7299Ys2YNBoOBqKgoXnvtNUaPHj1IR+s+J06cYOzYsV3as5nNZjZs2EBmZibV1dVcc801LFmyhIkTJ3qNADmdTn76058yYcIE/vjHP3rNcWkMeTRx1NA4G+6kh3zxxRfMmTOHgIAAXnrpJb788stzLj0EXC4wH3zwAZmZmZSWlqqZlFOmTBm0Jh5RFLnnnnuIj4/niSee0IRRw5No4qihcTbcSQ9pzcGDB7nnnnv4+uuvB+wYBwOLxcLmzZtZv349p0+fVjMpU1NTB0woJUnivvvuIzQ0lGeeeWbId9lqeB1aQ46GxtnoLD2kpKTkrI9/9dVXWbhw4UAc2qASGhrKLbfcwvr169m1axezZ8/mn//8JxdccAG/+93v2Lt3L5Ik9dvzS5LEqlWr8Pf314RRw2vQTAA0NDrhrbfeYv/+/eoc2w+F4OBgbrzxRm688Uaam5v5+OOPefXVV7n33nu55JJL1ExKTznBSJLEH/7wByRJ4vnnn9eEUcNr0MRR4weDO+khANu3b+eJJ55gx44d/R4j5c34+/uTnp5Oenq6mkn5zjvvcP/99zN37tw+Z1LKssyf//xnLBYLa9as0YRRw6vQ9hw1fjC4kx5y8OBBli1bxrZt20hKShrEo/VeHA4HX3zxBRkZGXz99decd955aialuxmNsizz5JNPUlBQwBtvvKF5kmr0N1pDjoZGV3SXHjJ//nxycnKIjY0FYNSoUWzatGmQj9p7UTxG33//fXbu3ElqaippaWlcccUV+Pn5dfozsizzt7/9jcOHD/P22293OX6ioeEhNHHU0NAYHERRZPfu3WRmZvLZZ58xadIkNZNSyTmUZZnnn3+eb775hnXr1vW6JKuh0UM0cdTQ0Bh8JEni22+/JSMjg08++YRx48aRlpZGWVkZX3/9NRkZGf2yn1tdXc2NN95IQUEBCQkJrFu3jvDw8A6PW7VqFVu3bkWSJBYsWMBzzz2nzVWe22jiqKGh4V1IkkRWVhZvvvkmH330EQcPHjxrybWvrFq1ioiICNU0vKamhqeeeqrNY3bv3s0DDzzAzp07Abjooot48sknmTdvXr8ck4ZXoM05amhoeBeCIDB9+nT+9re/cfTo0X4TRoAPPviA22+/HYDbb7+djRs3dniMTqfDarVit9ux2Ww4HA5iYmL67Zg0hiaaOGpoaJwzVFRUqM1Uw4cPp6KiosNj5s6dy2WXXUZsbCyxsbFcddVVTJo0aaAPVcPL0drENDQ0hhTz58+nvLy8w/efeOKJNl/rdLpO9xFPnTrF0aNHKS4uBmDBggXs2rWLiy++uH8OWGNIoq0cNTS8lG3btjFhwgQSExNZvXr1WR+XmZmJTqdj//79A3h0g8f27ds5fPhwh//S0tKIiYmhrKwMgLKyMqKjozv8/IYNGzj//PMJCgoiKCiIhQsXsmfPnoF+GRpejiaOGhpeiCiK/PKXv+Sjjz4iNzeXd999l9zc3A6Pq6+v57nnnmPOnDmDcJTex5IlS3jjjTcAeOONN0hLS+vwmFGjRrFjxw6cTicOh4MdO3ZoZVWNDmjiqKHhhezbt4/ExETGjh2Lj48PK1as4IMPPujwuEceeYQHH3ywX5tchhIPPfQQn376KUlJSWzfvl3N69y/fz933XUXAMuWLWPcuHEkJyeTkpJCSkoKixcvHszD1vBCtD1HDQ0vpLMEkb1797Z5zHfffceZM2dYtGgRzzzzzEAfolcybNgwPvvssw7fnzVrFmvWrAFAr9fzyiuvDPShaQwxNHHU0BiCSJLE/fffz+uvvz7Yh6KhcU6ilVU1NLyQ7hJE6uvrOXz4MPPmzSMhIYFvvvmGJUuW/GCacjQ0+hvNIUdDwwtxJ0GkNfPmzePZZ59l1qxZA3ykGhpDAs0hR0PjXMBgMPD888+rA+rLly9nypQpPProo1pKiIbGAKCtHDU0NDQ0znW0laOGhoaGhkZf0cRRQ0NDQ0OjHZo4amhoaGhotEMTRw0NDQ0NjXZo4qihoaGhodEOTRw1NDQ0NDTaoYmjhoaGhoZGOzRx1NDQ0NDQaIcmjhoaGhoaGu3QxFFDQ0NDQ6MdmjhqaGhoaGi0QxNHDQ0NDQ2NdmjiqKGhoaGh0Q5NHDU0NDQ0NNqhiaOGhoaGhkY7DN38e48zsDQ0NDQ0NIY62spRQ0NDQ0OjHZo4amhoaGhotEMTRw0NDQ0NjXZo4qihoaGhodEOTRw1NDQ0NDTaoYmjhoaGhoZGO/4/2IV5fiZfn0YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_point_cloud(point_cloud_norm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2dda8f1",
   "metadata": {},
   "source": [
    "А для обучающих данных будем выполнять аугментацию в виде добавления небольшого случайного шума и поворота по оси Z:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "20e8ab41",
   "metadata": {},
   "outputs": [],
   "source": [
    "rand_rotation = RandRotation_z()\n",
    "rand_noise = RandomNoise()\n",
    "\n",
    "point_cloud_norm_aug = rand_noise(rand_rotation(point_cloud_norm))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "634c226c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_point_cloud(point_cloud_norm_aug)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f63c1d37",
   "metadata": {},
   "source": [
    "Для генерации данных модели реализованы классы PointCloudDataset и PointCloudDatamodule. PointCloudDataset открывает описание объектов, сэмплирует дополнительные точки и выполняет аугментацию. И позволяет получить готовое облако точек, идентификатор класса и путь к исходному файлу координат объекта.\n",
    "\n",
    "Сформируем пайплайн для аугментации данных обучения:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "237a8195",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_transforms = transforms.Compose([\n",
    "    PointSampler(1024),\n",
    "    Normalize(),\n",
    "    RandRotation_z(),\n",
    "    RandomNoise(),\n",
    "    ToTensor()\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fafb0aed",
   "metadata": {},
   "source": [
    "Для тестовой части данных будет использоваться аналогичный пайплайн преобразований, кроме случайного поворота и шума.\n",
    "\n",
    "## 2 Обучение модели классификации PointNet\n",
    "\n",
    "Для обучения модели подготовлены классы TNet, Transform и PointNet. Основной моделью для обучения является PointNet.\n",
    "\n",
    "Класс TNet реализует блок T-Net из статьи и возвращает в прямом проходе матрицу поворота. \n",
    "Класс Transform реализует часть PointNet от принятия входных данных до блока MaxPool классификатора.\n",
    "Класс PointNet является законченной моделью классификатора, которая использует вышеописанные классы.\n",
    "\n",
    "Класс PointNet позволяет в прямом проходе получить логиты классов, матрицы поворота, эмбеддинги классификатора после слоя MaxPool и критические точки.\n",
    "\n",
    "На рисунке ниже приведена полная архитектура модели PointNet. В данной домашней работе реализована только сеть классификации."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b976ea68",
   "metadata": {},
   "outputs": [
    {
     "data": {
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TMhkjw4+ZRjn/AMeH51ztFH1ddw9q+x0SapYyCIpdwkTEiP5x82ASf5GgapYlVIu4cNIYgd45cEgj8wa52ij6uu4e1fY6I6pYqrsbuEBJBEx3jhiQAP8Ax4fnQ+qWMYmL3cKiDBky4+XIzXO0UfV13D2vkdG+pWUbyK91EGijEjjePlU55/8AHT+VC6jZtIsa3MRZk8xRvHK+v6iucoo+rruHtX2Oij1SxlEJju4WE674sOPnGAcj8xQuqWLrEVu4SJXKJ84+ZhnI/wDHT+Vc7SUfV13D2r7HR/2pY7c/a4ceZ5Wd4+/nGPzobVLFFlLXcIEThH+cfKxxgf8Ajw/OuP0vWLLWoZ5dOlaRIJ3t5N0bIVkXhlwwB4q9R9XW9w9q+x0UmqWMQmMl3CogXfLlx8gxnJ/I0rajZrI0bXMQZE8xhvHC88/oa5aS6hiuIoHf97LkogGSQOp+gyOenI9ai/tSzOotYJN5lygBeONS3l56biBhc9s4zR9XXcPavsdcmpWTvGqXURaVDIg3j5lGOf8Ax4fnSJqljIISl3CwnBMeHHzYGa5G51axs9Rs7C5uUjur4sLeI5LSbRub8h3NWJ54raB5riRYooxuZ3OAo9SaXsFvcftH2OmGqWLKjC7hIkkMSneOWGQR/wCOn8qDqliFYm7hwsgiJ3jhyQAPzIri49f0qXQBraXsf9mlPMFychSucZ556/nUOkeK9D1yzubrTNRilitCRcFgYzDgZ+ZWAK8c5Io9hHa4e0fY7p9UsYxKXu4QISBJ84+UkAj+YofU7KMyh7qIGFBJJlx8q88/ofyrjbHXNP1KfybWZ/NMfmqksLxl0zjcoYDcOnIyOR60/VdY0/Q7FrzVrqO1t1IBdz3PQAdSfpT+rruHtX2Ow/tGz8zy/tMW7Z5mN4+760ianZSeTsuom89PMjw4+ZeOf1H51yd9qNrp1us15LsV3CIApZnY9FVQCSfYCqlx4m0e10f+1Li+RLPf5e/axbeDgptxu3ZBG3GeDxS9hFdQ9o+x26apYuIil3CRMSsfzj5iASf5H8qBqliVBF3DgyGIHePvg4x+YNcbo2uab4h05b7RruO7tixXemRhh1BB5B9jTY9f0ub7d5V2jjT5fKuyoJELYBwTjsCMnoO+MGn9XXcPaPsdodUsVV2N3CBHII3O8cMcYH/jw/Oh9UsYxMZLuFRAAZMuPlGM81zgIZQVIIIyCO9LR9XXcXtfI6NtRs0eRHuog0aeY43jheef0P5ULqNm8iItzEWdPMUbxyvHP6iucoo+rruHtX2Oij1SxlEJju4WE67osOPmGM5H50LqliyxlbuEiVzGh3j5mGcj/wAdP5VztFH1ddw9q+x0X9qWO3P2uHHmeVnePv5xj86G1SxQSlruECFgknzj5SQCB/48PzrnaKPq67h7XyOik1SxiExku4l8hN8uXHyLgnJ/I0p1GzWRozcxBlTzCN44X1/Sucoo+rruHtfI6NNSspGiVLqImZDJGN4+ZRjn/wAeH50iapYyCEpdwkTZ8vDj5sDJrnaKPq67h7V9johqliVVhdwkPIYlO8cuCQR+YP5UHVLEKzG7hwsgiY7xw5IAH5kfnXO0UfV13D2vkdE+qWMYmL3cIEOPM+cfLkZH86H1KyjaUPdRAwoJJBvHyqc8/wDjp/Kudoo+rruHtfI6MajZmQRi5i3FPMA3j7vrSR6nYy+T5d3E3npviw4+ZeDkfmK52ij6uu4e1fY6JdUsXERW7hImYrH84+YgEkfofyo/tSx2g/a4cGTygd4+/nGPzrnaKPq67h7V9jom1SxVZGa7hAicRud4+VjjA/8AHh+dEmqWMQmMl3CogXdLlx8oxnJrnaKPq67h7XyOjbUbNJHRrqINGnmMN44Xnn9DQuo2byIi3URaRPMQbxyvHP6j865yij6uu4e1fY6JNUsZRCY7uFhON0eHHzDGeKF1SxZY2W7hIkcxod45YZyP/HT+Vc7RR9XXcPavsdF/aliFJ+1w4EgiJ3j7+cY/M0NqliglL3cIELBZPnHykgED9R+dc7RR9XXcPa+R0T6nYx+dvuol8hN8mXHyrzz+h/KlOo2YkMZuYt4TzCN4+761zlFH1ddw9q+x0SalZSGIJdREzIZI8OPmUY5/8eH50JqljIIil3CRMSI8OPmwMn+RrnaKPq67h7V9johqliVUi7hw0hiB3jlwSCPzB/Kg6pYqrsbuEBJBEx3jhiQAP/Hh+dc7RR9XXcPa+R0T6pYxiYvdwqIMeZlx8uRmlfUrJGkV7qINEgkcbx8qnPP/AI6fyrnKKPq67h7XyOjXUbNpFjW5iLsnmKN45X1/Wkj1SxlEJju4WE6b4sOPnXAOR+YrnaKPq67h7V9jol1SxcRFbuEiZykfzj5mGSR/46fyqaG5guFZreaOUKxQlGBww4I47iuXppRWZGZQSjB1JH3WHQj3o+r+Y/a+R11FYNlqk8MiRznzkkkJeSR8GNcHoAORnA/HrxW3FLHPCksEiyRuoZHQ5DA9CCOtc8oODszSMlLYfRRRUFBRRRQAUUUUAFFFFAGHrVwXuUtwJUEWHLBsLJkEYwDzjryPSs+nztvvLhsTDMrcSk5GDjjPQcZHsaZXo048sEcs3eQUUUVoQFFFFABRRRQAUUUUAYXja9u9M8D6vf6bcNbXVravLFIFVsFRnowIrDubzWr7xdbaXa61NZQT6IbtjHBEzLKHUZUsp9ehz3xjqOu1TTLTWdLn0/UY2ltbhCkqLIyblPUZUg/rVRfDOlpqEd8sU4uYrX7Ikn2qXiLrt+9jqOvX3rOUZNu39aP9WvuLurf13X+TOK0rX9e15vCMY1eSz/tbTZ5bpoYIiS8ewBl3KcE7j6j2p2j+Jtea+0ayv73zXXW7rTLqQQooukjjZlfGPlOQM7cDg1oXHg0Wvijw7HpFndQaTplvcxmSK8OYjJs2gFn3kfKcjkc1vXPhHR7rTbaxaCWOO0m+0QvDcPHKkhzl/MUhsnc2TnnJoSd7/wBb/wCQO1rf1t/wxxGp6lqmpWKpcapcL9n8XpZK0axqWiDqVDfLg4PP8816gilUVWYuQMFmxk+/HFc//wAILoP9nz2S20yQz3YvW2XUoZZgQQ6tuyp4HTFb8caxRLGmdqAKMkk4HuetOCcY2fl+SX5oUnd3X9asfRRRVkhRRRQAUUUUAFFFFAHKarrOuDxquh6S+nxpLpr3aS3MLuUZXC4IDjcOfb8cYOXo/jPXLyPwvfXsWnrZ63I1tJBEj+ZHIEc7w5bGCUPy7eAeprqJ/D0U3iZdc+2XUdwto1osabPLCMwYnBUnOQO/4VnWvgSytLHRbSLUdQMeizme3LGLLMQww3ycjDt0x1rNKWl/61f6Fu2v9dP8zmLHWr/QdD1S40tLZ5JvFklsyXCtgiSZV4IIweeuD9K6jQdb1Z/Fep+H9eFpJNbQx3UFzaRtGskTkjBVmbDAqR15rE8U+Fm07w8LbS5dSu3vNdhv5WWISNCTMrOw2JgAAZ5B6V12maLHZX11qMs8l1e3aosk0qhSEXO1AABgDJPrkmlTTSSfTT/yVfqE7Xduuv4v9DFsdRa++Imv+dkxaLawRQp6NIpkdvqQFH4e9c34V8Rahp+m6b4j1qxhnTxJeCOW7ScmW3DsRCmwrgRjAGA3Uk9zXZx6Q+neNLrVYEL2+qQRxXIXkpJHkI+PQqxB9MDtnDLPwbZWYtrdbid9Ps7k3VtZPt2RPkkc43FQWJAJ4/AYIqWj/rfX7+gNrVf1t/mcNq/i3QdW8XeGtVOvaeVi1NkjhF2mYIfKkG9xngs2OvQbR1zXY/EXVL7TPCRTSX8q9vrmGyilzjyzK4UtnsQM89jWxqWh2uqXum3Vw0ivp1wbiIRkAM2xkw2QcjDHpis+40G41pdVs9buJpdPnkR7QHy1kt2U53IVHQEKRuycg544o5XyuPn/AJX+/ULrmuu3+f5GJD4tt/B/2zQtVsbXTfsFrHNaul1mGdXfYNzsq7W3/eJ9SapeBdR0if4heI4bbWbLUpru3tZGkinV/PYK/mbQCeBkDHYYFdtp+iR2moTahc3El5fTRLC08qqMRqSQoCgADJJPqT9AEi0i207WNS1qLz5Li9jiSSMYIxGCF2jGcndzk/lTs7py8/1FpZpeX6GV4EvpJrXV9NlJZdJ1SazhJOf3QwyD8AwX6AV1VYnhfRX0ewuWudv2u/u5by52nIV3P3Qe+1Qq59q26uN+VX3svyE93buwooopiCiiigAooooAKKKKAPNby5hn8SeK7jxRYw3NlpRtXh2zMZISF3J5eFBBZiM8jrjkVux+Mr5pr+D+wLiaS3tluIGgL+XNltpQs6LtYHk8Hjn2pLnwO9/ceJft+oq9vryRqUityj25RdqkNvOT0PQciornwl4h1TwxdaZrPiWOed41jhmhs/LXCsrZkXed5bbg4IGCfWsVzJf1/XY0fK/69P8AglHWfHt6fDPiR9MhtBe6T5S+dHcmWJlkAw6naMkcjGMZHXtXQL4iuk8Rf2LPYQif+zjfLIlyWU4fbtPyAj1z+lY914C1C/h8Qreaxbltbt4UPlWZUQyRjAIBc/L7dfetC58M6tNrllq0Oq20d2tk1ld5tCVdCwbMY3/KQR3LCh8/T+tH+thaW/ry/wCCUYPHl/fxeH/7M0SKWXXLWW4iWW92CIxgEqx8s8cjkD8O9TTeO5EmH2fSZbuGO8FncfZ/Md0bO12UCPDKrZB+YHAJxTdF8DXmlP4aZ9WhlGhwSwbRZkGYSAA8+Z8pGB2NT2nhTVdN1u8bTddEOj31ybqa0a23Sxuxy4jk3DaGPPIOMnHrV683l/wf8haWOsoooqyQooooAKKKKACiiigDidXutauPHN9pNjrU1jbLo4u08uCJ2STzGXgsp44GQc98YqhoPiDXZ7jwbe32pmePXoHW4tRAixoyxbwykDdnI5ySOeAK7KXw9ps+ry6nJFL9smt/sryLcSLmLOduA2ByScgZqvb+D9FtV0tYLaVV0nP2IfapT5WRg9W54OOc1nGLW/8AWr/RottP+vJfqcLbX+o2FjN/ZV6bR7rxlLayHylcMjvzww9uxFdV4XvtVj8U67oWq3zajHYiCa3upI0R9sob5G2AKSCvUAcGqXiTwagtLG30GxuHRtaj1G8K3hyMEl3Bd8gnP8NdXp2lWumec1srmW4ffNLK5d5GxgZY+gGAOgpU00rPpp/5Kv1uE2m9Ov8Am/0OV0rUJ5fFfja9KmSXT1it7eM9lWHzMD6sx/SsLwtqereHPDnhi/lkg1C11+cG8CQMJxNMrPv3bjuxjaRgcAY6V3kWjtY+KLnVLQAx6jGiXcecEOmQrj14O0j2HvS2XhjStPuIpLaB1WB2kgiaVmjgZs7iiE4XOT06ZOMZNEYtW+X56/eDa/r00+489n123ufHnhjUbu11SO8mup96S6Xcp5UfksEjXMY3YzliM8lj0r1eT/VN9DVW60uzvb+zvbmHfcWLM9u+4jYWXa3AODwcc5qtp+ky20upG4up5IryYukTXMj+UMc7WJyuf7q4A7etPlfK4ibu7/11MX4cpC3wv0RrkIY44PMy/RSrEg/h1qreadp0sPinxFrG+30/UbAQEIMO8EatmTHqdxx7BfWt7/hENGHhkeH1t5l0wDAhW7mBxnON4bdjPbOKj0/wToOmC5FvaSyC6hMEwurua4DRnqv7xmwD3xROLlcakk7/ANbnM+D31W28WWtl4wRpb9dNI0y7TGySDKmQOB0lHyZ7YHHfOz8Tv+Sbav8A9c0/9GLWrB4dsrRS0H2iSVYGt4XmupGaJDj5VYkleg5HPA9BUK+GILzwqmia7JNfwkfvC1zJuYbtwUuGDNjgZJycc02m42/rdijZNMyfEZkPxG8Fq+fs2btvbzBD8v44LfrUPhOSGDXPGFzd7VtLbVy8TsOEcwoJMe5Jxx6+9dXe6RZ39tDDco5+zuJIZBIweNhwGDZznBI68gkGqF34N0S+0uPTrm3m+zRzGfEd3LEzSE5LsyMCxyc5JNKzTbXn+LX+X5BpZJ/1v/mYSrN4a0vU9QS2uo7rXdQ84pbWjztaKyhQ7JGrHO1MnjG5sH1qt8OLmwk1zxTZWNvdpD9rRlFzZyxZXyY1O4uo+YnJwfmOc4xzXXaJ4b0zw8ky6VDKnnkGRprmSZmx0+aRmOOTx05qRdNi046hc6TbKLy+kEspeQ7Xk2hQxyeAABwPTpmhRs/K1vy/yHe/3mH8NbqW48H+TMSwsry4tI2PeOOVlX8gAPwrrazdA0aHQNDt9OgYuIgS8hGDI7EszH6sSa0qtXSSZL1baCiiimIKKKKACiiigAooooAKKKKAK97f2mnWrXOoXUNrAvBlnkCKPxNUn8U6BFHcvJrmnKlo4S4Y3aAQsegbng+xrL+JNvNd/DvVra1tprqaWIKkMELSMx3A8KoJ7VlSWMX/AAsK5uV0qf7MfD4hWQWL7N+9jsB243bT069qylJp6f1o3+n4lqKa/rul+v4HYXWtaXYwRTXuo2tvFMu6N5ZlVXXGcgk8jBzmnNq+mpcx276harPMnmRxGdQzpjO4DOSMc5ry/T/tlvoHh6wudJ1G3l/sGW3NwljI03mcD7OcqfLBxkkgZwMEVO2mXet/D7w5a6fZ3dtq+maes6zz20sW3bGEeDOATv5Ugdhn0y3K17dP+D/lf+kCjt/XY9QtrqC8t0uLOeO4hkGUkicMrD2I4NS1m+H9QXU9BtLlbC407dGAbS4gaJoSByu0gcDpnpWlWj3IWwUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUmcUtcJ4sttMu/iZ4Xt9RW3dZbe8WSOQj94u1cBh3HXg8dalu1hpXO6yOOevSsbRNefVtS1m0mtVtzpd0Lfcsu8SAor7ugx97pz9a8tsotIs/DWk31u9ulzaeKPs0E/mgtFB9oYeWpzwm0/dHGOateI5bS40H4jZkikMeo278MCVwkIyPTuM/WoU7q/l/8i/1LcbO3n/mv0PYc56UtcHoen2Np8T5ZfDAiXTptL3XwtmzG0xkHlsccbyu7J6kcnrXeVotVf+t7EdbBRRRTEFFFFABWpo15+8NpNNHnbmCILg7RjPfnBI9MZrLqxp8rR6lAFmjjDsVYOMlxgnavIwcgHvwDx3GVWN4MuDtI6SiiivPOoKKKKACiiigAooooA5STH2ibb5uPOf8A12d33j69vT2xXm/jj4kX/hvV5NH0i1hvtWuHjisLNoX3MWAJkZgQCg6ADBznJAFejzHfNcGOZ5D5sgDypgg7jxjA4HQeoA5PWvLb/Vfidp/iG98vSNCu4Nyi3mmnMSlcfwBnyM9x613NvlijnW7Z23hPVL7VdGMmrGxa8hlaGV7By0LsMZ2k88E4I9Qa3K53wRJq8vh4v4hay+2NcSExWT70hUnITdzkj6+ldFW/RGRV0bStU1nTRfDV0tw80qiMWgbaFkZRzu54Wr3/AAi2qf8AQeX/AMAl/wDiqteC/wDkVYf+u9x/6PkrerznUnfc61GPY5f/AIRbVP8AoPL/AOAS/wDxVZujXcl/oVjdz482e3SR9owMlQTXdV5/4Z/5FTSv+vOL/wBAFb0JSbd2ZVEktCXW9Zs/D+jXOp6lKIra2QuxPU+gHqT0qsfFmgRwxvPrWnw70DgSXaAgE49fU4+tVvHtrPe/D/XLazheaeSykVI41yznb0A7msPTyNQ+Iul3/wDZ159m/sJoRNPYyIqv5inaSy/KcA9cVvd81v62f+Rm0uW/9dP8zr49a0uW9azi1K0e5XdmFZ1Ljb97jOeO/pUUPiPRLm6htrfWLCWe43eTElyjNJtJDbQDk4IOcehrzmxmuZdf8OXD6VqNmLXVrsT2kdhIIrbesoB3bcvuJDFslef4aLTT54vDml7dJvkuE8VtcyAWEocRec58w/LnbtYc+lTGbbX9dv8AP8Byja/9d/8AL8T0wazpjXxshqFqboZzAJl38DJ+XOeB19K53TfFc+t391Np17pSafYXskFykzneYUAzKrhsD5umRjHes3SkurTxdbjS/tVzps15cvcWd7aMrWDneTLHLgZRmPCnOd/HfGU1rqkvhvVHttPvv3Pig38ts9rIjXNsJVY7AwG7pnA67aFJtq/b9V+Fm/l+A1o1/Wz/AMv66+jDXtINlNeDVLL7NA22Wb7QuyM+jHOAfrUK+KfD7syprmmsysysBdpwVGWB57Dk+lcL4s0+41R/FWp6TaXUtreaEtoES2k3XNxuYjCYySqkDOO+OxrV1OzWXX/BDxabO0EDStLiyfbDmDau/wCX5eQBzjpTUm/682v0v8waS/H8k/1t8jp4vEuhTtaLDrOnyG9z9lC3SHz8cHZz83PpWpXkkumzJ4V1RYNHvVnbxQtzGq2EgcxC4Vt4G3O3buOfrXrQOQCO/qMVUHzRu/60T/UUlZ2/rdkF9M1vp9xNHjfHEzrn1AJqe08OarcWUEza6oMkauQLJeMjP96quq/8ge9/693/APQTXXaZ/wAgm0/64J/6CK568pJqzNKaTWpgf8Itqn/QeX/wCX/4qqOtaRqukaNcX66ykxgAby2swA3I4zu4rtqw/Gf/ACJ2o/8AXIf+hCsFUn3NeWPYz6Kwrnwpb3N1LO2p6zG0jlykWpzIq5PQKGwB7Cov+ENtv+gvrv8A4NZv/iq79Tl0N+WaOCMyTyLGg6s7AAduprG1zVdQg1XT9K0WK2a7vY5pjLdFvLjjj2BuF5JJkUAZHc9sVi+JPhvFrvh270yPXNWja4UKHuLySdB8wPKFgG6dM1l+GPBEHgbxrolpBq2oX6y6beAC7mykZD2/EadFzkkjnOB6VLcuw0kdRs8Z/wDPbQv+/M3/AMVRs8Z/89tC/wC/M3/xVdFRVWFc53Z4z/57aF/35m/+Ko2eM/8AntoX/fmb/wCKroqKLBc53Z4z/wCe2hf9+Zv/AIqn6VquqjX5dH1yKzM32YXUU1mWCsu7aVKtyCDjnJzntit+uP1XTI9W+I8cL3d3beXpJcm0uGiY5mwASvOOv5UnoPc7CopLiCGSOOaaON5TiNWYAufQDvWF/wAIbbd9X10/9xaYf+zVz3iz4RWXimOyhl1rVY4reYySCa7kuCwxjC72IQ++D6UNytogVjtxDe6j4gSwtL1bSMWrTMxhEhY7woHJGOtaH/CLap/0Hl/8Al/+KrH8D6FB4d1+PT7S4vLmOPTmxJeXDTOf3i9z0HsMD2r0CuSpOSk9TeMVY5f/AIRbVP8AoPL/AOAS/wDxVH/CLap/0Hl/8Al/+KrqKKz9pPuVyx7HL/8ACLap/wBB5f8AwCX/AOKo/wCEW1T/AKDy/wDgEv8A8VXUUUe0n3Dlj2OX/wCEW1T/AKDy/wDgEv8A8VWdpklwyXMV3Ks0lvdSw+YqbNwViAcZrua4bT/+PjU/+wjcf+hmtqMpOWrM6kUloXajgniuYEmt5FkicZV1OQRVfVolm0a8jcsFaBwdjlT909CORXmOlwt/wifw7t7e/voI711juRBeyLvU27nbw3Ayo6Yx2xXTzO9vT8XYytpf1/A9aoryrxDfS6e18+kapfP/AGZqNjal7i+f92SYw0ark+ZlWJZn9e+OE8RPeAePbuHVtSjbSfJnsljvZAkTeSrngHlSc/Kcrz0pc6tf+un+Y1Bt2PVqxb3xLDa6hNaW9jeX8ls0QuRaIHMAkJ2kgkE9MnAOBzXMa5fX9jrg1G9a4uNIaa1UzWN4yPYPlflkhBAdHLDJ5OG6cCs3UrifQr/4iappTTteWkds0eZncJui5YqSQdoJIyDjHFEpW17X/AIrm262/E9Torgb1riw8SaXBpd/eT2GqaXcvcB7p5NuxFZJlYnKklscEA5FYkMV1H8PfCmqLrGrfbdRu7BLiZr+RtwY4I2k7ec88c45zT5tbei+9tfoK2l/60Vz1mivJ9WgurSz8cxwazq6roqx3Njm/lJidoQ5yxOWXI+6xK8nivUbKVp9Pt5ZOWkiVm+pGacZc34fj/wwmrW/r+tyHU5Z0ht0tJFiknuoYPMZN20O4UnHfg1o/wDCLap/0Hl/8Al/+KrN1L/Wad/2Ebb/ANGrXdVzVpSUtGbU4prU5f8A4RbVP+g8v/gEv/xVH/CLap/0Hl/8Al/+KrqKKw9pPuacsexy/wDwi2qf9B5f/AJf/iqP+EW1T/oPL/4BL/8AFV1FFHtJ9w5Y9jl/+EW1T/oPL/4BL/8AFVntBe6b4g+wXd6t3G9qJlYQCMqd+OxOa7iuD8X6THq3jC3SW6vbcR2BINpdPAT+87lSM1pTnJySuTKKSNCiud/4Q22/6C+u/wDg2m/+Ko/4Q23/AOgxrv8A4NZv8a7NTn0N5Jopd/lSK+xirbWB2kdj71yeiHxN4h0Gy1lddt7FNQgS5S2SwEgiVxuVdxbLEAjJ4yewrE074NwWXi+815/Eer+ZPN5ix29w0ZI/uyPks+e/StzwLrWlw/D7QIJtStI5odPgiljedVZHVArKQTkEEEEe1Tdt66FaW0Lv9keJ/wDoaYv/AAWL/wDF0f2R4n/6GmL/AMFi/wDxdaX9v6P/ANBWx/8AAlP8aP7f0f8A6Ctj/wCBKf41VkLUzf7I8T/9DTF/4LF/+Lo/sjxP/wBDTF/4LF/+LrS/t/R/+grY/wDgSn+NH9v6P/0FbH/wJT/GiyDUxNStfFOmaXdXyeIra4a1heYQyaaAsm0E7SQ+RnGMjpXR2F19u022uwuwTxLJtznG4A4/WsTxLr2jnwrqo/taz+azmA23K5yUPTnrVTSPBsX9h2PnarrqP9nj3INTlXadoyMA8fSl10DpqdazBFLOQqgZJJwAKz9T1Dy/D9xfafNHJiIvFIpDqfQ8day5/BFpNbyR/wBq65l1K5bVpyOR6b+a5TRPhTY+BfD17PFq2oXly0J3gzGKAn18pTg/8CLUpOXYaSPVP+EW1T/oPL/4BL/8VR/wi2qf9B5f/AJf/iq6iiuH2k+50csexy//AAi2qf8AQeX/AMAl/wDiqP8AhFtU/wCg8v8A4BL/APFV1FFHtJ9w5Y9jl/8AhFtU/wCg8v8A4BL/APFUf8Itqn/QeX/wCX/4quooo9pPuHLHscv/AMItqn/QeX/wCX/4qj/hFtU/6Dy/+AS//FV1FFHtJ9w5Y9jl/wDhFtU/6Dy/+AS//FUf8Itqn/QeX/wCX/4quooo9pPuHLHscv8A8Itqn/QeX/wCX/4qj/hFtU/6Dy/+AS//ABVdRRR7SfcOWPY4eKO8s9bvNPvLtboRRRSI4h8sjdvyCMn+7WbpniiHUfGGt+HjA0M+lCFw5cETpIgbIHbaTg/UetbV9/yOmo/9etv/ADkrz2+/4lnjHWfEicDTdQhS7I72sttCsmfZSEk+kZrrhJ8iZhJLmaPRqKxPFevyeGtDOoxWYvAJoojH5uw/O4QEHBB5YccfWsebx+2k3eqWniPS/sVxZW6XUKwXHnLcxu+xQCVXDbyFIIxz1xWvMr2/ruTZnZ0Vyt541XRNRntPElotn5di9/FLBMZVkRPvryqkMMjjoc9ali8Ty/2xpmnaxpqWyaxC7WrpP5oLKu5o3BUYO054yDgj6nMnt/W/+TFb+v69TpAQenNLXIfC9QngG2VBhVuLkADsPPkrr6ad1cHo2gooopiCiiigAooooAKKKKACiiigBKWuT8Lajda9pOp65AI3uJrieGxWYkIiRsUQHAOAWUsSBnn2FZfge3g07xHcWOsaM+n+Ijbea9yLt7iK9jLAPIhOAp3Yyu0EZHaoUrteav8Ar/w5TVr+R6BRXHeDoiNW8YQRzSgDVNqOzl2TMEZ4LZ7mqsHhe10b4i6XJ4c8+ImCZ9W3Tu4mQjEZfcTly+SD14b0oUm7Pv8A5XBq1/I7usfxVoTeJfDlxpS3QtRcbd0pi8zADBuBkelS61oVlr1ulvqoeW0UlngEhRZDjjdgjIHPHT8q5LQtK1iH4f6rZ6C4ljmvJRpa3lw67bQsBgPhmGRv2n0Kmk3umhrozvIYhDEFwgPVii7QT3OKkry+31608K+CNcl0jQpNK1u1mjt5bGadpx50hCxMHJ+ZDuyOnQ10XhW9trTVpNCvbO7g1pbYXMlzeFHe8QnBcOrHo3G3jHGBiqUk3b+u5NrK51uRnHeiuC1rULfR/i3BcsitcT6K8cMQOGuJTMu1B7n17DJ6CtHxZqV3omh2niGeGO3ubW4hW5iilMitC7hHQnAzjduHHBH1pKV1f5fjYbVnb+trnW0UUVZIVPYBzqVvsWM4clt/YYPT3qCprKPfqVt+4jm2ybsvj5PlPzDjr/jUVPgZUfiR01FFFeadYUUUUAFFFFABRRRQBykkgluJmE6XH75xvQDHDEbeO4xj6ivFPiHoKX3xAvLi78Ban4niaCFUnhvXhSIgHKgKMY6H659a9g1+0udUsNQtINRNncTeZGl3ajmLkgEZPUDg89c9K8r8d+Xomp241f4p3+iE20aJbwwtI0m0YMrBOm457Yrsl8Mb/p2fcwju7f1sdf8ADK0Sx8HiCLQ7jQUW4kIsLiVpGj5HO4jJz1/GuvrmvAUHk+FImXxA3iFJpGlTUHPzSA9jycEYxj2rpa6ei9F+RiXvBf8AyKsP/Xe4/wDR8lb1YPgv/kVYf+u9x/6Pkrery3udi2CvP/DP/IqaV/15xf8AoAr0CvP/AAz/AMippX/XnF/6AK6MPuzOrsalFFFdhznLWnifWdSjln03w351stxNCkj3yIX8uRoyduOOVNT/ANseJf8AoVV/8GUf/wATR4G/5Fc/9hC+/wDSuWuiqFdq9ynuc7/bHiX/AKFVf/BlH/8AE0f2x4l/6FVf/BlH/wDE10VFOz7iuc7/AGx4l/6FVf8AwZR//E0tn4i1FtftdL1bRDYm7ilkilW6WUHy9uQQACPviuhrndU/5H/w9/17Xn/tKh3XUZ0VFFFUSVNV/wCQPe/9e7/+gmuu0z/kE2n/AFwT/wBBFcjqv/IHvf8Ar3f/ANBNddpn/IJtP+uCf+giuPEbo6KWxZrD8Z/8idqP/XIf+hCtysPxn/yJ2o/9ch/6EK51uanJXPjHSbS6lt5k1PzInKNs0m6dcg44ZYyCPcEiov8AhOdF/u6p/wCCa7/+NV0VFelqcehxmvfE3RtF0O51BbfUbgwKD5TadcQhuQPvvGFHXua5238ReG/i9r2jWf2e7ksYYLq5mt543hIlUxIh3qcHAkk4Vu4z2r068srXULSS1v7aK6t5Bh4ZkDo/OeQeDyK5/XEl0vxHo2q2+n3FxZWttc2skdlFvaLzDEynYOSv7ojjpkVMk+uxSsVf+FUeC/8AoDt/4GT/APxdH/CqPBf/AEB2/wDAyf8A+Lq//wAJjB/0Btd/8Fcv+FH/AAmMH/QG13/wVy/4UWgHvFD/AIVR4L/6A7f+Bk//AMXR/wAKo8F/9Adv/Ayf/wCLpbz4k6ZY6nY2FzpetpcX5cQIdOcFyoBbAPJ4PYGr3/CYwf8AQG13/wAFcv8AhR7ge8UP+FUeC/8AoDt/4GT/APxdZ9pbaB8PfGs0NnHJZWV7p6vIiiWctIshCn+Jh8pPt0rf/wCExg/6A2u/+CuX/CodKln1fxnLqy2F5aWcVgLYNeQmJpHMm47VPOAAOTjrx3otHoGvUm/4TvQO090fpp9wf/ZKxfE/xb0Lw1p8F21vqF2klwIXVbOSIqCrHcDIqqx+XGM559q7yq17p1lqSxLqNnBdLDIJYxPGHCOAQGGehAJ596bUraMWhn+APE+neLdfXUtI+0eQ2nsP38DxHPmKeNww3XqpI969FrkdG/5Hb/uHN/6MWuurhq/Gzph8IUUVFc3dvZxCW7njgjLqgeRwoLMQqjJ7kkADuTWZRLRRRQAVw2n/APHxqf8A2Ebj/wBDNdzXDaf/AMfGp/8AYRuP/QzW9D4zOp8JcIBBBGQeorLh8L6BbxwpBomnotvIZYQLVP3bnqy8cH3FatFdpznFalP4Uuda1JLjwxNqV0jLBeTxaSZgzBVcKXC84BU/lStf+HXW4V/Bt8y3QAuAdCYibHTd8vzY960vC/8AyFPFH/YY/wDbaCuiqEh3OLGoaAt2LlfCWprMNpDjRnH3Rhe3bHHp2qWHWNFt7qe6t/CmpRXFz/r5U0V1eX/eIXLfjXX0VVmFzjbbU9CsoZIbXwpqcUcibHRdGfBX+7jH3fbpSw6h4ZlbTtJm8NTWkDThbOO60cxwpLgsNuVwpwp5rsa53xV/x/eG/wDsMJ/6JlpWaA0ZPD+jSm6Muk2Lm8AFzutkPn46b+Pm/GrsMMVvCkNvGkUSDaiIoVVHoAOlSUVQijqX+s07/sI23/o1a7quF1L/AFmnf9hG2/8ARq13VcVf4zen8IUUUEgAknAHUmsDUKKitrqC9tYrmzmjngmUPHLEwZXU9CCOCKloAK4PxfrNpo3jC3kvVuislgVX7NZy3Bz5ncRqxH413lclrf8AyOkf/YP/APalaUvjRE/hOe/4TnRf7uq/+Ca8/wDjVH/Cc6L6ap/4J7v/AONV0VFd+pzaHnVj8afD934puNCltdRhnjmMcUgtHcSenyAb1PsV49aueDPCPhzUfA2iX2o6Dpt5eXdjDcXFxc2kckksjoGZmZgSSSSea7C306ytJp5rS0ggluX3zyRxhWlb1Yjqfc1y2gXOveHvDtho03ha9vG0+3S1+0Wt1beXMEAUON8isMgA4IGM4qbO/vFadDU/4Qbwl/0K2i/+C+L/AOJo/wCEG8Jf9Ctov/gvi/8Aiaj/AOEi1n/oTNV/8CbP/wCPVBe+LdS0+wuL278H6tHb20TSyv8AaLQ7VUZJwJsngdqfu9halv8A4Qbwl/0K2i/+C+L/AOJo/wCEG8Jf9Ctov/gvi/8Aiao6X40vtZ0u21HTfCOrTWt1GJIpPPtF3KehwZgR+NWv+Ei1n/oTNV/8CbP/AOPUe72DUp6/4J8LReG9Skg8N6TDKlpKySRWUaOjBCQVYDIIPcUuk+PNFbRbI3F3dPMbeMyH7FO2W2jJyE55pdU1XXtS0m7sbfwjfwyXULwrJcXdqI0LAjc22VmwM54BPtXR6damy0u1tS28wQpGWA67VAz+lHXQOmpjf8J1oXaW9P00y5P/ALTrj9N+L+h+NNJvbC3tL+0vjE37t4DIn/faZAHHVttepVh6nptjpXhK9ttMs4LOARMRFbxBFz3OBSkpW3GrXPSKKKK846gooooAKKKKACiiigAooooAKKKKAOPvv+R01H/r1t/5yVzmk28V54g8X21zGJIZrmKORG6MptYwQfwNdHff8jpqP/Xrb/zkrB0D/ka/FP8A1+Qf+k0Vd1L4Ec0/iZx/iK8lT4X3Oj3lwBqGk6jbWTSS8lws0bRyEcZzEVY++70ro9T8EJ4kXUJ9ZvEa4vbSO2hktU2rAqP5isMk7iXwfTAA9za1H/iTeNrDUh8ttqqDT7r0Eoy0DH85E+rJ6V0tWorVP+tLC5n0OUvPBn9vM7+JrmO5kOnyWK/ZojGAJMb35J+Y7RgdB71LZeGLsXGkzavfxXcmjxOlqyQFN7MuzzH+Y87cjAxySfYdNRVcq/r5/wCbJuYvhTQZfDegpps12l2UlkkEqwmP77l8Y3N0LetbVFFPZWDzOW+JSbvhtrjb5EaO0d1McjIcgex5+nSqniW6kk1HwhopP+i6lcE3K9pEihL7D6gnGR3xit7xPo0niHwzfaRFcram8hMRmaLzNoPU7dw/nUOp+Hm1C10t/tCJf6XMs0E4iO0sFKsCuc7WUkdfftUWd38vweo76L5/ilY5/R7KLVta8UeGbsyHS7C8hkjgRygKSRbzFxg7A2TgfTpxR4YjHhi31waf5kmlyX4i0i1eQtl9oDqhOSE37vYBWPStGXwlqK6fqI03WIrPUdUuRPeXZtDICoUKI0XepUBQBnJPU8E8S2XhSS4tGtfF8+na9bJs+zWx0tIooNoIyFLPk4OM8YFKKa+5L8htooeAo54da8VxXd011MuooXkJ6kwRk4HZcngdhiu1rm/DfgnS/DGrarfadbWkRv5QyLBarF5CBVHlgjqCV3dhk9O9dJVx0ik+yJe7CiiiqEFFFFAHJeHtJvdE0vVNBs5ltZhcTT2FxJF5ieXI28cZGdrMQRn0PcVrafpV0L9NS1m4guL6OAwIbeExxopILYBZiSSq9+w46516KlJK3l/ww273MHR9Au9JvNbuRfwyvqlx9oQfZiBC2xUAPz/MPlB7VS0bw54l0++WS+8T211A0pluEj0vypJzjgFzI2B04A6DAxV++8URW+pS6fp+nX+r3cABnjsUTEORkBnkdVBI525zgg4wah/4SbUv+hM13/v5Z/8AyRS0VrdB6v5lS6sPE/iDR3t21Kz00i6YF/7OdhcwjGAUaUFRnIPPzAdADg24dL8T2+mMv/CQWdxe+crI7adshWMDlNgkzk/3t3pxR/wk2pf9CZrv/fyz/wDkij/hJtS/6EzXf+/ln/8AJFJWX9MNRt/4Pi1bSdSg1G4zeagY3e5hj2iNo8GMqpJ4UjPJOcn14G0a/ivJ9dubq3k1WOxNrbtHau0aDO4koG3MSQOARgDHvTv+Em1L/oTNd/7+Wf8A8kU2TxdNaxmbUvDGuWVsgzJcMkEqxjuSsUrtj6KaPdDUy9T8EXPiu4g1LW7mG2nbTPsxgigO63mLBxKj7+CrAYH4Zqxrujahq3hyx8OX94t/cSzwteXUcHlDyY3DsxXc2C20DrySeMA11kE8Vzbxz28iywyoHjkQ5VlIyCD3BFSVXKun9a3Fd/19wUUUVQgqWyUNqVrmF5cSZG1gNnyn5jyMj2569KiqWyx/aVrkSn95x5RP90/ex2/+tUVPgZUfiR09FFFeadYUUUUAFFFFABRRRQBy0ysl1MHjjiPmudsRyMFiQeg5PU+5PXrXjvxN1iTwt4kNzZ33hhnv1QyW2r2zSTJgbQVKAnZx0PfOK9gkQR3EyiAQfvnOwEHqxOePXr+NeW+KNH8TJ46v7/QfB2j6zBcRQqbjUim4Mq4IXccgYx+Irtlfljb+tDnja7udV8P4VXwnFcreafdteSNcO+mR7LcMcAqg9BjnPOc5rp68z8I/8J7puqw2d74V0nStIuLppbhrKVT5eV/hQNgAkLnjuTXplbp3SZm9HYw7O58Qvb6Fpmg31tpdvcS30k95cWvn7mSc7YVXcoBYFj1zhTipJR4y0ex1jxP4i8RLGli8kkOl29tH9meBOgJIMm5wOobgkdeldF4SYp4NDKwUrLdEM3QfvpOa4xfiNrPiWzTTfDkNikjBo5tfuWZbByoBIgLKC79eDwuDy2K8z7VludnS72PVa8/8M/8AIqaV/wBecX/oAr0CvIdA8deFLXw5p0Fz4k0qKaK2jR43vI1ZWCgEEE8Gt6DSbuZVNjsqK53/AIWB4O/6GnRv/A+P/wCKrK/4XB4JXX5dKk1qFHTbtuchreTIzxIuRxnBzjmuvmj3MbM1fA3/ACK5/wCwhff+lctdFXN+A5El8JiSJldGvr1lZTkEG7lwQa6SiOyE9woooqhBXO6p/wAj/wCHv+va8/8AaVdFXL+ILy10/wAa6Dc39zDawJbXm6WaQIq58kDJPA5IFTLYaOoorG/4TDw0eniHSv8AwNj/APiqSXxj4biheQ6/pjBFLELeRknHoN1O6CzL+q/8ge9/693/APQTUs2u6+mtaZovh7TbGdF05Lu6mvrh4gVJ2hI9qt83BJJ4HHrXLWHxB8L+K9Hu00XV4JJ2t5P9GkPly/dOfkbBP1GRXopPkeHIr6K3hmurWy3QeawTnZ03n7oOBk1x12m0zopJ2aOY03xB4yhszrvieDS7HTXuhD/Zqxv9ohQy+WrGXdtZskHaFwR0IrofGf8AyJ2o/wDXIf8AoQrl5fH0Pi29i0Tw5on9rzw3MTakZmQwWIWUEnfkrI4IyAmeRkkYxXUeM/8AkTtR/wCuQ/8AQhWC2RfVmfRRRXqHGFFFFABRVLWNTj0XRbvUp4pZorSJppEhALFVGTjJA6D1qayukvtPt7uIMqXESyqG6gMMjP50hnB+OP8AkrXw7/67X3/opK9Drh/F+lX158S/A17a2kstrZS3huZUXKxBo1C7j2yQa7ipjuxvZBRRWXomuwa4L7yIJoTY3b2kqzBcl1AyRgnjmq62F0ualFFFMQ3Rv+R2/wC4c3/oxa66uR0b/kdv+4c3/oxa66vPq/Gzqh8KKWs6Ra69o9xpmoCQ29wm1/KkaNh3BDKQQcivJvEHwosbKxt7SHR73Ui99ahL2C/uCwj89N/mxmTAOzd86jHfCcV6zq9pcXulzQ2UywXXDwyMMqrqQy7h3XIGR6ZryPXLqx1jxcz/ABI8GeI5nt7eOKztbW3lubUS7mLvG0RwxbKYLAEYxgYrFfEjT7J63o+j2Wg6XFp2lxvFaxZ2K8rykZJJ+ZySeT3NXqxPCEVzF4ciW7t7m1Uu5gt7uXzJoYi3yK7ZOSB2yccDJxW3VPclBXDaf/x8an/2Ebj/ANDNdzXlg8XaHpmqata318Ipk1Gfcpic4+c9wMVtQdpEVNjp6K53/hPfDP8A0FE/79P/APE1h6t8ZvCOjazBY3dzO0c0e/7VFCWjTkjDD73bsDXY5RXUw5Wbnhf/AJCnij/sMf8AttBXRVyngbULXVm8QX+nTCe1uNUEkUiggMptYMHnmurojsJ7hRRRVCCud8Vf8f3hv/sMJ/6Jlroq5bxvfW2nHw/d30ywQR6uheRui/uZamWw1udTRXO/8J94V/6Dlp/31UVz8RPCtvayzf21ayGNC+xZPmbAzge9HMu4WZs6l/rNO/7CNt/6NWu6rxjQ/id4Y8aXGmQaResl4b62c2lxGUkA81c+qn8Ca9nrirNOV0dFNNLUOteZal8J9Gsrm4vIdOvNUtpizvbjU7hJoSf+eeJArr/snB64J4WvTSMjFeS+NHvYYrDQfFuiazqPh+G53SXejo8q3UARgiTKh3qQxTOPlbGc9q55K5sjpvhf4Rs/DHgzT3jsri0v7myh+2pPNIxDheRtdiEwSeABXaVxHw+htIpLo+H9G1HRdD8tBFbagHjLyZOXSJyWRcYHONx7cZPb1pJ3dzOOmgVyWt/8jpH/ANg//wBqV1tclrf/ACOkf/YP/wDalVS+NCn8LFooor0TlCiiigArF8Zf8iJr3/YNuP8A0U1TWOuwX+valpKQTRz6cIjI0gXa4kBKlcE+nfFN8VW8t34N1m2to2lmmsJ4441GSzGNgAPcmpeqH1Mz4Zf8kv8AD3/XhH/KuprnPh/ZXOnfDzQ7O+heC4hs0SSKQYZGA5BFdHRHZA9worL1LXYNL1bS7CeCZn1OVoYpEC7FZULndk56KegNalPcArM8Rf8AIuX3/XI1p1meIv8AkXL7/rkaUtmC3O/ooorzDsCiiuA1n4j6lpU3iQx+Hop7fw48TXUv2/aXidA5ZF8s5YA/dOBwfmo6jtc7+iuO1rxxdaN4it9MbRfNXULcvpk4uSBdTAj9yRsOw4O7JJGAT2OK/wAUEdvDGlTyF4pk1iwysUzbebhAQem4fUflQtWvN2/Gwujflf8AC53NFcNrk39rfFvR/Dt4iy6bHpc+oSwOMpNJvWNdwPBCgsQD3IPYVm+FNMs/GHhnUNO8TvLd6fomr3lkkUkzKskcb/IXIILbFOBk479QDS3V/V/c7fmPZ/11Vz0uivPfBsl74f8AAkdpHLJcSXd9PHokd05Zlti5MRcnnaqDdzztwOpAqx8KY3h0nXoZbmS6eLXrxTNK2WfDAZNVu7eV/wAtPxJ2Xzt+f+R3VFFFIZx99/yOmo/9etv/ADkrB0D/AJGvxT/1+Qf+k0Vb19/yOmo/9etv/OSsHQP+Rr8U/wDX5B/6TRV3UvgRzT+Jmh4g0ka5oF3p/meVJKmYZR1ilUhkce6sFP4Unh3Vjrfh+1vpI/KnZSlxF/zymUlZE/Bww/CtOua0/wD4lPjy/wBOX/j31SD+0olH/LORSscw9gcxMPUl61ejuR0OgluoIGCzTxxsRkB3Apn9oWf/AD9wf9/BWatnbXXiq/8AtVvFNttLfb5iBsfNN0zV/wDsjTf+gfa/9+F/wrCVbllaxqqd1cf/AGhZ/wDP3B/38FH9oWf/AD9wf9/BTP7I03/oH2v/AH4X/Cj+yNN/6B9r/wB+F/wqfrD7D9l5j/7Qs/8An7g/7+Cj+0LP/n7g/wC/gpn9kab/ANA+1/78L/hR/ZGm/wDQPtf+/C/4UfWH2D2XmP8A7Qs/+fuD/v4KP7Qs/wDn7g/7+Cmf2Rpv/QPtf+/C/wCFH9kab/0D7X/vwv8AhR9YfYPZeY/+0LP/AJ+4P+/go/tCz/5+4P8Av4KZ/ZGm/wDQPtf+/C/4Uf2Rpv8A0D7X/vwv+FH1h9g9l5j/AO0LP/n7g/7+Cj+0LP8A5+4P+/gpn9kab/0D7X/vwv8AhR/ZGm/9A+1/78L/AIUfWH2D2XmP+32Z6XcH/fwVYrC8R6Xp8fhfU3jsbZXW0lKssKgg7Tz0p174v0LTbyS0vb9Y548B08tzjIz2Hoa1p1ee9yJQ5Tbornf+E88OdtQY/S2lP/stc6/xs8KQeKJ9FuzeRGMoI7kWzMkm5QcbQN4OTj7varcorqTys6HwYB/Z+pyfxvrF6WbucTuo/JVA+gFdHXN+CHEmkX7rnDatfEZBB/4+ZOxrpKcdhPcKKKKoQUlLRQBzngIbfBVki8LG00aD+6qyuFA9gAB+FdHXO+BP+RNtf+us/wD6PeuiqY7Ib3CiiiqEFS2TBdStcyyR5kwNi53fKeDwcD34+tRVLZSBNStczrDuk24YD5/lPyj3/wAKip8DKj8SOnooorzTrCiiigAooooAKKKKAOTmwk1xsilTEsh2SNlidx7kng9RzwCOnSvNbr406Xput32n6po+swvbOqBVtAW6ZO75sfQjqOa9LkINxNtMpHnPzMCG+8fXt6e2K838Y674s07xPNDoOp+E7G18tDt1W42TMccnAPT0zXc21FWOdJNs6vwj4j/4SrQ/7TFlcWcTTOkS3CbGkQHh8ds/0rcrl/AGsajrfhprnWbuxurxLqWKR9PbdCNpwAp78YOeetdRW/ReiMurLPhQ7fBWTE02JLo+WvV/30nA+tcqlx421jwapi8N+FINHmtQyWdxfSs0UeMhSvlBNw9MgAjqK63wfGs3hFI5BuR5rlWB7gzyVjJ8GvAkdusS6EuVXAk8+Tdn+9nd1715f2nc7fsnc15/4Z/5FTSv+vOL/wBAFegV5/4Z/wCRU0r/AK84v/QBXRh92ZVdjTrI/wCET0E6/Lrb6TayalLt3XMke9htAUYznbwAOMVsUV12TMDnfA3/ACK5/wCwhff+lctdFXO+Bv8AkVz/ANhC+/8ASuWuipR2QPcKKKKoQVzesRpL488PpKiuhtrzKsMg/wCprpK53VP+R/8AD3/Xtef+0qmWw0bH9m2J/wCXK3/79L/hTJtH06eF4pLG32upU4iUcH8Ku0UwOYtfBnh3wvod2NC0i2tHFtIvnBN0pG08Fzlj+ddtqcllF8PrqTVkkksV0xjcpEMu0fl/MB74zWLqv/IHvf8Ar3f/ANBNdILP+0fCosvOkg+0WQi82JsOm5MbgfUZzXFiVpZHTRet2cNFc31xY6VaQfDG+07T7eaE28yXtrH9mTevzbY5C+McsuDnvXYeM/8AkTtR/wCuQ/8AQhWLa/DKCz+y+V4o8TOls8brDNqbPEwRgQrJjBU4xitrxn/yJ2o/9ch/6EKyGrmfRRRXpnIFQ3bFbKdllEBEbESsMhOPvfh1qamyRpLE0cqh0cFWUjIIPUVMldWGtGeXPc3sHh/xFpeuJcpqK6BLIJBePcW12gUjzk3HKMSRlcDqOtSWly/h/UbEtqt9HaXHhiS6uDJK0oieMR4dEPyqQGPCgA4Fd5F4c0WC1ltotKsxBMgjki8hSrIOikEY2+3Sn/2Bo4eNxpNjvjiMCN9mTKRngoDjhfbpUOD1t/Xxf5r7iuZf18v8jy8+ILrTtb/s5p9SeLUvDpniZLt5mjlUMyzSNn92SBztyM4HNaEFzNp2i+ETJqtyq67HH9rur28lZTIIMooO4bNxP8JGSoznmulubDwXoer6VpMukafBdais0FnGtkCHUANIuQuAMEdetbU2gaRcaONKn0uzfTwABaGBfKGOmFxgUcr1/rq3b8QutP66JfocRHc3ena1ofh3Udee9s7y9ut1xHI6MNqK0dsZNxY4LHndk4A9a1fhzElvH4khikeRE124UNJIXY8J1Y8n6mt+bw1olzo8elT6TZSafEQY7VoF8tCOhC4wDU+n6RpukrIul2FtZiVt0ggiVNx9Tgc1UYtO/lb8v8hSd1/Xn/mXaKKKskbo3/I7f9w5v/Ri111cjo3/ACO3/cOb/wBGLXXV59X42dUPhQV53rnirxPb+KNV0rwnYSaq8expZLm3KQadlEOQwOZiQS3lqA2e/r6JXkniTXbGPx1rFnrfjnWtEWBovs9tpFp8u1o1JLt5DlnznvjG33Ax6mi2O98Fh/8AhGYvN1s65KZpTJfGLyt7eY2V2fw7T8uO2MVvVzXgGWzn8Jxy6dql5q1u08xW8vU2yynzGzuG1ehyPujp0rpap7krr6v8wrhtP/4+NT/7CNx/6Ga7muG0/wD4+NT/AOwjcf8AoZrah8ZFT4S7VC50PSrzVItSu9Otp72FNkU8sQZ4xkn5SenJPSr9FdpznO+F/wDkKeKP+wx/7bQV0Vc74X/5Cnij/sMf+20FdFSjsDCiiiqEFc74q/4/vDf/AGGE/wDRMtdFXO+Kv+P7w3/2GE/9Ey1L2GtzoqjngjubeSCdQ8UqFHU/xKRgipKKoRhx6JpehQadbaNp9tYw/wBo2uUt4gmf3q8nHU+5r0iuF1L/AFmnf9hG2/8ARq13VcNf4jpp7BXHeNp9fi1XSU8J2k0+pSLKFd5glpEmU3GcYJYegXDZziuxrgPiTrK6bqei2174mv8AQNPuROZpNOt/MnkdQu3ny32qMnPGcle2cc73Rqi34I02+sdY1KTxDe6hea7NFEbqSZQLUKGfaLcDgLyePvdC3JrtK4H4eX+l3mrakNJ8V614h2QRb/7Uj2+Tlnxt/dx9ec8HoOa76qfQnq/66IK5LW/+R0j/AOwf/wC1K62uS1v/AJHSP/sH/wDtSrpfGiZ/CxaKKK9E5QrhvHUuo2t1JeQme6023sibqCyvGgubXJJ+0KAQJOARtJ/h46mu5qheaHpeoXQub7T7e4mCeX5kkYJK5ztPqM846VEk3sVF2PNtZT7XqHjjUrO/vbd7bSrW6t3tp2hJYQuys23BPT7p455FL4s125fR9WvbLUrpbyw0q1uHxctDHbO2WBVV/wBYzdw3AGBzkivR5NB0eaS5eXSrF3u1C3DNbITMB0D8fMPrVHVNA8MW9ncajqWjWBitbN1kc2qsVgVSSoAHTGeBUuL1t/W/+a+4pSWl/wCtv8n95yul3T+I/GN7di41aO3XS7S+gsmupIdspaThkVu+0Ar0PcVX0TUdQu9H0zxPB4gjmnNtKbjT1aRzdS+WWMZQuQjKyn7qjA46V22gQaBeWdtrehWFpGt1br5VxHbCN2ix8ozgHHtVi08PaNYanPqNjpdnb3tx/rbiKBVd89ckDPP60crto/61/r5Cuuvl+R55aSRahP8ADvWDqE93c3s7vOz3DMrObdy2EJ2rtbIwAMdK9VrGh8I+Hbe8+1QaFp8c/m+d5i2yBg/97OOvJ5962a0Wl/67EvV/L/MKzPEX/IuX3/XI1p1meIv+Rcvv+uRpS2YLc7+iiivMOwK4fVfh9d6nF4wj/tmGJfEyRp/x5FjbBYxH/wA9BvyB7c13FFKw02tUcbr/AIEuPEdhLFf6tGtxDFENMuIbVlNhKhBMwHmfMxIHcYAxzk5ueIvDGoeIvDtjp8+q28dzb3Vvcy3IsiVlaJ1fhPM+XJX1NdNRT/zv8ybWVvkYOreHZbzXdO1ywuIoNTsYpIN0kRaOaKTG5SAQRhlVgc9vesWfwFqcHhyDSdC1+3sw1zJd6hJc6cZ/tsrsWbIEi7V3H7vOQADxnPcUUDOZg8HpqWniLx7/AGb4omSUvC8+lxpHCpAG1UYvjpknPP4UngzwLpngpdT/ALNgtUa/vJLjdBarCUjJykXHVVycdBz0FdPRR1v/AF/WgdLBRRRQBx99/wAjpqP/AF62/wDOSsHQP+Rr8U/9fkH/AKTRVvX3/I6aj/162/8AOSsHQP8Aka/FP/X5B/6TRV3UvgRzT+JnRVzXhj/ia6lqfiJ+UupPstkfS3iJG4f7zmRvcbfSp/F97Pb6ILPT3KX+pyrZWrDqjPnc/wDwBA7/APAa1rGyg03T7exs0EdvbRLFEg/hVRgD8hWu7I6GfN9us9eubqDT3u4p7eFAUlRdpRpCchiP74qT+09R/wCgHcf9/wCL/wCKqa/1rS9KZF1TUbSzMgJQXEypuA6kZPQVzGseO/svi7wxp+kPY39hrcssTzxSb9hQA/KynB69PasZUoSlvq2aKckvQ6H+09R/6Adx/wB/4v8A4qj+09R/6Adx/wB/4v8A4qpv7Z0z+0f7P/tG0+2Z2/Z/PXzM4zjbnOcc4rk9J+IkDeMvEOjeILrTtPh0yeKK2mkmERnLgnHzNyRgdKn2ML2uP2krXOm/tPUf+gHcf9/4v/iqP7T1H/oB3H/f+L/4qpr/AFrS9LVW1LUbS0DDIM8ypkZxnk9Oetc9rHi+6074jeHtAgit5bPWIpXaXnemxS3BBwQeO1P2MLpXD2krN9jb/tPUf+gHcf8Af+L/AOKo/tPUf+gHcf8Af+L/AOKrI+IXjSPwR4bF8FhluppVhgilfaCSeWI6kAcnHt0q1pHiB0sIz4ovdJtrmeRjbfZ7kBLiLICOAxPXI4BPUc80lRg3a4OpJK5d/tPUf+gHcf8Af+L/AOKo/tPUf+gHcf8Af+L/AOKqa91vStNmWLUNStLWRyAqTTqhOTgcE9zWZf8AjfRNO8WWnh65vYUvbhGdg8oURDHygk92J4HU0/Yw7h7SRd/tPUf+gHcf9/4v/iqP7T1H/oB3H/f+L/4ql/4STQ/J83+2dP8AL83yd/2pNvmf3M5+97daddeIdGspJ47zV7G3kt1DzJLcopiU4ALAngcjr6ij2MO4e0l2KOrT6pqGjXlnHosyPcQPErNPFgFlIyfm963qpyazpkV1FbS6japPMAYommUM4PTAzk57etXa1hTUL2IlJy3CqcWk6dBqc+ow2Nul9cYE1ysQEkgAAALdSAABirlFWSc74LI/s7U0/iXWL7cO4zcOw/Qg/jXRVhXvhkyalNqGkareaRc3GPtH2YRvHOQMBmSRWG7AA3DBwADnAqL+wNc/6HHUP/AS1/8AjdJXWg9zoqK53+wNc/6HHUP/AAEtf/jdZfh2z8Q6xpT3M/i69R1vLq3wlnbYxFcSRA/6vqQgNF/ILHbUVzv9ga5/0OOof+Alr/8AG6ZJ4W1G8jMGpeKtUuLVxiSGOOCHzB6F0jDAf7pB96LvsKw7wEd3guzYcq7zOp9VMzkH6EEGujqK2t4bO1itrWJYYIUEccaDCooGAAPQCpaa0VgYUUUUxBU9gzLqVvskjTLkHePvDB4HPWoKnsFZtSt9kcb4ck7z90YPI4PNRU+BlR+JHS0UUV5p1hRRRQAUUUUAFFFFAHKSOHuJyJmm/fON7KAeGIxwB06fh3615H4+GhXPjCeJPh9e+K9Sjjj+1TxMypCCPlXIyM45xjvXrsr+ZcTN58c/71xvjGBwxGOp5HQ+4PTpXinxI1PTdL8dXDz/ABB1DQLiWCIPZ2Nq8mABwWIIGTk8en1rsm/dj/wO3mYR3f8AXU9G8Cy6dJ4XiTSdGl0OOF2jksJovLeF+pyO+cg57giujryj4e6DearJaeIrDx3qmr6aly5e3u4DGs5AIJPzE8E9x2r1euhXaTZjs7IveC/+RVh/673H/o+St6sHwX/yKsP/AF3uP/R8lb1eY9zsWwV5/wCGf+RU0r/rzi/9AFegV5/4Z/5FTSv+vOL/ANAFdGH3ZnV2NSiiiuw5zh/DXiXTtF0mWw1Jb6G5jv7wsg064cYa5kZSCqEEEEHg961v+E60L+/f/wDgruv/AI3XRUVKTRWhzcnj3QIoy8k16ijqzaZcgD/yHTv+E60L+/f/APgruv8A43Wtq0dvLpNyl7I0VvsJkdeqgc571co1DQ53/hOtC/v3/wD4K7r/AON1QTWLXXfHmjPpqXbpbW115ry2U0Spu8rby6gc4P5V2NFFmLQKKKKoRU1X/kD3v/Xu/wD6Ca67TP8AkE2n/XBP/QRXI6r/AMge9/693/8AQTXXaZ/yCbT/AK4J/wCgiuPEbo6KWxZrD8Z/8idqP/XIf+hCtysPxn/yJ2o/9ch/6EK51uamfRRRXqHEFFFZOu6zJpKWcVpZm9vb64+z20HmCNS2xnJZiDtAVGPQngDHNLYZrUVzv9peLf8AoXNN/wDBw3/xij+0vFv/AELmm/8Ag4b/AOMUuZBY57xx/wAla+Hf/Xa+/wDRSV6HXneu6N4u1nxd4c1saRpkI0R52MP9ps3neYgXr5I24x6HNdF/aXi3/oXNN/8ABw3/AMYqU7NlPZHRUVzv9peLf+hc03/wcN/8Yp9jr2o/23BpmuaTFYyXUTyW8lvd+ej7Nu5TlFKnDAjgg881XMibG/RRRVCG6N/yO3/cOb/0YtddXI6N/wAjt/3Dm/8ARi111efV+NnVD4UFIEVWZlUAscsQOvbmlorIsRVVc7VAycnA6mloooAK4bT/APj41P8A7CNx/wChmu5rhtP/AOPjU/8AsI3H/oZreh8ZnU+Eu0UUV3HMcjoOr6bY614nivtQtbaQ6tuCTTqhx9mg5wTW3/wkmh/9BnT/APwKT/Gp59J065maW5sLWaRuryQqxP4kVE+i6NHGzyabYoiglma3QAD16VOqK0G/8JJof/Qa0/8A8Ck/xo/4STQ/+gzp/wD4FJ/jVJdC0PXbOOUaXFFbeZuC/Z0Tz1HQnjO09ccZx6GtD+wdIHTSrL/wHT/CjUNBn/CSaH/0GdP/APApP8axPEGsaZfap4bhstRtLiX+11OyGdXbHky84Brf/sLSP+gVZf8AgOn+FPh0nTraZZbfT7WKRfuvHCqkfiBRqw0LlFFFUSUdS/1mnf8AYRtv/Rq13VcLqX+s07/sI23/AKNWu6rhr/GdFP4QpCilw5UFlBAbHIz1/lS0VgaibV37to3YxnHOKWiigArktb/5HSP/ALB//tSutrktb/5HSP8A7B//ALUrSl8aIn8LFooor0TlCikrlrDxH4g1iwh1HSfD1q9jdIJbZ7nUzHI8Z5VioiYLkYOMnrSbsM6qsXxl/wAiJr3/AGDbj/0U1V/7S8W/9C5pv/g4b/4xVLWj4u1fQdQ00aBpsX2y2kg8z+1mbZvUrnHkc4z0qW9Bpak3wy/5Jf4e/wCvCP8AlXU1xHhi38XeHPC2naOdD024NlAsPm/2qy78DrjyTj861f7S8W/9C5pv/g4b/wCMURdkga1Oiorl7vXfE+n2c15d+G7M29uhklEGql32qMnapiUE4HQkfWujtriO7tYriE5jmQOhIxkEZFUncViWszxF/wAi5ff9cjWnWZ4i/wCRcvv+uRpS2YLc7+iiivMOwKKKKACiiigAooooAKKKKACiiigDj77/AJHTUf8Ar1t/5yVg6B/yNfin/r8g/wDSaKt6+/5HTUf+vW3/AJyVyI1VNDvvGuouhkMFxAUiHWVzbRBEHuzEAfWu6n8C/ruc8/iZdtP+J147ubs/Na6LH9kh9GuJAGlb/gKeWv8AwJxXS1leG9KfRvD9taTuJbrBlupR/wAtJnJeRvxZj+GK1a1Wxmzx/wCIt7pOj/Elri+1WOylvtCks3+2QyNEquxAZCgJLDklSAMd+agXT4W1T4ZHw3Jda3pemmZZdQht3dFBCjLEAhOQRg9AK9Mv/C1nqGsHU2lmjuWhELYWORSoJI+WRWA5J5GM96uaPo1loWnLZabEIoQ7SEf3mY5Zj9Se3HpUQg0030d/xb/UuUr7drfhb9DxR/DfiH+wpNDFrdHW28WfbRceU23ysZ8/zMY2/j7dauato92dU+JazaRdyvqyRRacRaswncLg7WAxwSp/DPavbqKn2K5eXyt+CX6B7R3v53/Fv9TwfxDour29m+kLpN89+nhZLe4vY4pJluWXB8lcZRcHOWPJxgYJ51LCy1CTxV8Mbn+zdQ8mx0xo7qVrOULAxi2gOSvHI7/XpXslFWo+9zed/wA/8yb+7y+Vvy/yPPPjTY3mo+CILbTbK6vZ/t8L+XawPKwVSckhQcCsTW9KmuPidrMOvwaudF1zToYbeaytTJ93GYm+Rihzk9vevS9I1dtXa4kjsbm3tI2Cwz3CeWbjrkqh+YKOMEgZ7DHJ06XIm7/1tYfM1/Xnc8G+IOmahcnxTY6VomqIfsdlvlMMkxvihXncMou0Zzt5JHpkV0vkXkPxi8NarJYXzWcuhC281bVztlyTtfj5Dz/FivVKKcYWd/O/5r9Qcrq39dP8j511HRtYTQ9Z0pdE1OW6/wCEsF7iKykdTDzhwwXBH0ruZPD0er/HjUJ9X0Wa60uXSFiWW4s3MDSZU43FducZr1GilGmopLt/8jyjlNtt9/8AO543/YDv478T6R4ittYWy1Ke3uLCSwt90cgj+4nmBDs28dSoGDmvZKKKuMeVWJk7u4UUUVRIUUUUAFc74J40a9X+7q+o/wDpXKf61vTtIlvI0EYllVSUQttDHHAzzj61558HvFN14m07WWn0htPih1GZwzTby0ksjSMmNoxs3KM989BUNrmSK6Ho9czoXic3H9sHXbmytlstUexhkz5SuAqlc7mPzHce9dNXlGm/2rpPjHUNWm0y/u9Kl1mVTb/YZS8O9VC3SDb844Kk84HI6nJe00vL9UFvdv8A1sz1YEEAg5B6EUtNVg6hhnBGRkYP5GnVZIUUUUAFS2UYfUrXMCzbZNwLEfJ8p+Ye/wDjUVS2ShtStcxySYkyNjY2/KeTyMj25+lRU+BlR+JHT0UUV5p1hRRRQAUUUUAFFFFAHJ306273M95LBFHG7s8gbaiqCeST046++a8u8V22tjxfc32geMvD+jQXMEWYbsRO8mBw/wAwPHPB9K9K1fSrXUre+07U7KE2twzrLApyrqWJzkAcnqfQnqetc1qHww8H6rcrPqOixTukSQpmRwERBhVABHAFd3K5RVjmuk2T+BBejw639qarZatcm4ffd2IURP0wBtAGQODXS1m6F4f03w1pv9n6LbC2tA7OsQYsFJ64ySa0q36L0RmXvBf/ACKsP/Xe4/8AR8lb1cHHpIgVktr/AFGCMuziOK8dVBYljgZ45Jp/9ny/9BbVf/A6T/GuJ0JXOj2kTua8/wDDP/IqaV/15xf+gCp/7Pl/6C2q/wDgdJ/jU9pbRWVnDa267YoUEaAnOABgVrSpuD1InJSWhNRRRXQZBRRRQBT1ZbZtHvBfsy2vkuZmXqExyR+FWwcjIqtqf2c6Td/bVLW3kP5yr1KbTu/TNTxsrRIyfdKgj6Uuo+g+iiimIKKKKAKmq/8AIHvf+vd//QTXXaZ/yCbT/rgn/oIrmZokngkhlGUkUqwz1BGDVOPS2ijWOPVNVVEAVQL6TgD8a56tNzehrCSitTu6wvGwY+C9TCEK3k/KSMgHI7Vh/wBny/8AQW1X/wADpP8AGo5tIFzCYrnUNSmibG6N71yrYOcEZ5FZewkX7SJnf2f4wPXxDpA+mjSf/JNH9m+LT18R6aPpo7f/AB+uiorr5UYXPNPFHhb4jX+uaXNoniu3t0hWTzpUgMKDJXAMe5xIeuM4A/Gty8t7+11LwbDq98moXaahKJLlIBCJD9juOdoJA/Cuvqhq+jWet2qQXqyDypBLFLDI0ckTjIDKykEHBI47EjoaXL2Hcv0Vzv8Awh1v/wBBnXf/AAaS/wCNH/CHW/8A0Gdd/wDBpL/jT1FodFRXO/8ACHW//QZ13/waS/40f8Idb/8AQZ13/wAGkv8AjRqGh0Vcp4liu5vF+gR6ddR2twYbvbLJD5qrxHn5dy54461Z/wCEOt/+gzrv/g0l/wAas6b4YsdM1D7cJby7uhGYklvbp5zGpIJC7iduSBnHXA9KTux6Irf2X4q7+JrP8NJ/+21i+LvDfjbU/C91aaX4ni+1yNH5ZjtvsxGJFJPmK5K4AJ4HPTvXeUU3FNBc5z4Z6T4i0fXjB4r11dZujYEq6wBPKG9cru6vzzkgGvT64e405Li7S5We6t5lQx77edoyVJBwcHnkUn9ny/8AQW1X/wADpP8AGuadGTldGsaiS1O5orhv7Pl/6C2q/wDgdJ/jR/Z8v/QW1X/wOk/xqPYTK9pE7miuG/s+X/oLar/4HSf40f2fL/0FtV/8DpP8aPYTD2kTua4bT/8Aj41P/sI3H/oZo/s+X/oLar/4HSf41LZ2cdjC0cTSPudpGeVy7MzHJJJrWlSlCV2ROakrIsUUVHPPHa28k87bI41LM2OgFdBkOeRIkLyMqKOrMcAVVRLyTUZWnaNLRV2RxKMmQnGWY9vQAe5Pao1gj1eG2uLy3liEbGRLeU98/KzKO/cA9CfUVoUbgFFFFMQUUUUAFFFFAFHUv9Zp3/YRtv8A0atd1XF3lnHfQCKVpF2usitG5RlZTkEEdORUX9ny/wDQW1X/AMDpP8a5qtKU5XRtCairM7miuG/s+X/oLar/AOB0n+NH9ny/9BbVf/A6T/GsvYTL9pE7mivPrJI9RtFubLWtUlhYsocXsgyVYqep9QRVj+z5f+gtqv8A4HSf40ewkHtInc1wfi+DVpvGNuNFvrSzcWB8xrqza4DDzOMBZEx+tP8A7Pl/6C2q/wDgdJ/jS2+nJBeNdNcXVxM0Yj33E7SYXOcDJ45q4UZKV2TKomrGT/Z/i89fEWlfhoz/APyRR/Zniw9fEmnj6aQf/j1dFRXTyoxueZ+F/CvxFsPEF5c6t4si/s17uSRbV4fPMiFjgDJ/dAjoFY46V1fgD/km/hv/ALBdt/6KWuhrm08EafAClle6tZQZJS3ttRlSOPJzhVBwo9hwO1JR5dh3vudJRXO/8Idb/wDQZ13/AMGkv+NH/CHW/wD0Gdd/8Gkv+NPUWh0VFc7/AMIdb/8AQZ13/wAGkv8AjR/wh1v/ANBnXf8AwaS/40ahoX/Ef/Iq6rjj/Qpv/QDWFomm+KG0DTzH4js0Q2sZVf7KyQNowM+bzVyTwRY3EbRXeo6zcwOMSQzanKUkXurDPIPcd66JEWNFSNQqqMKqjAA9KVrvUZz/APZXik9fE9t+Glj/AOOVw/h3wl490Lw5cN4o8Vrc2qwtmwKfaCQRx++bDLj0GRXrVQ3drFfWcttcAmKVSrBSQcH3FKUEwUrHZUVw39ny/wDQW1X/AMDpP8aP7Pl/6C2q/wDgdJ/jXL7CZv7SJ3NFcN/Z8v8A0FtV/wDA6T/Gj+z5f+gtqv8A4HSf40ewmHtInc0Vw39ny/8AQW1X/wADpP8AGj+z5f8AoLar/wCB0n+NHsJh7SJ3NFcN/Z8v/QW1X/wOk/xo/s+X/oLar/4HSf40ewmHtInc0Vw39ny/9BbVf/A6T/Gj+z5f+gtqv/gdJ/jR7CYe0idzRXDf2fL/ANBbVf8AwOk/xo/s+X/oLar/AOB0n+NHsJh7SJZvv+R01H/r1t/5yV59ao2sfFrWNMAza6fdwajdehf7NGsCH/gW9/rGtd1aWCWs803nXE8swUPJcTNI2FzgZPQcn86fDYWlvd3N1BbRR3F0VM8qoA0pUbV3HvgcCumMGopMxlJNtliiiitSAooooAKKRmCqWYgADJJPSsb+0j4j0mdvC+oJERL5QvWty6EDG5o84D9SA3K5HfGKQyxqmuWul3FtbOk1xd3TYgtbdN8jgEbm9FUZGWJAH1IFIukyNrzalc6hcSoi7be0VtkUWRhiQPvseeWyB2A6m5Z232SzhgaaW4MSBTNMwLv7sQByanoAKKKKYgooooAKKKKACiiigAqromjarq2g2GovrYia7t0mKLaKQu5QcdferVW/CF9aJ4J0VXuoVZbCEEGQAg7BXNXk42sbU0ne5B/wi2p/9B//AMk1/wAaP+EW1P8A6D//AJJr/jXQf2hZf8/cH/f1f8aP7Qsv+fuD/v6v+Nc3tJ9zXlj2Of8A+EW1P/oP/wDkmv8AjVHSvh7Josdymm6x5K3VzJdTYtFO6Vzlm61139oWX/P3B/39X/Gj+0LL/n7g/wC/q/40e0l3DlXY5/8A4RbU/wDoP/8Akmv+NH/CLan/ANB//wAk1/xroP7Qsv8An7g/7+r/AI0f2hZf8/cH/f1f8aPaT7hyx7HP/wDCLan/ANB//wAk1/xrOhS7tNavtPvLtboQpE6SCIIfmDZBAP8As12P9oWX/P3B/wB/V/xrkppop/GOqNDIkiiG3GUYEZw9a0pyc7NkTilEs0UUV2nOFS2WP7StcmUfvOPKB/un72O3/wBaoqmsWxqdqPOeItIQAqg7/lJ2ng4HHXjp1qKnwMqPxI6aiiivNOsKKKKACiiigAooooA53UrX7PqEjpAEilw+8N95+/HboPzqrXR39lHewgOitJHlomb+BsEZ/UiudkjkgnME+PNRVZtoO3nPQ/ga7aM01ys56kbO4lFFFdBkFFFFABRRRQAUUUUAFFFFAFe+MQ0+4NyhkhETeYg6suDkflT7Z0ktIniBWNkUqD2GOKLkotpMZE3oEYsv94Y5FMsZY59Pt5YU2RyRKyJ/dBAIFLqPoWKKKKYgooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooqG7uVtLV53SRwg+7GhZmPQAAd80hjpZ4oFDTyLGrMEBY4yxOAPqTUFvFefbJ5rqZfKJ2wwRjhV/vEkZLH8h79abHbLdtbXl9bCO5iUlYzJvERP6Zxxn681doAKKKKYgooooAKKKKACiiigAooooAKKKKAMvw4unroUQ0dne08yXYXznPmNu6/7W6tSsvw42nvoUTaOjx2nmS7FfOQfMbd1J/i3VqUlsN7hRRRTEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRVHVdWtdGtBcXnmkM4jjSCFpXkcgkKqqCSeDSGXqoXGtafa6rb6bLcqb645jt0Bd9v8AeIAO1f8AaOB71WvYdV1a3s2sL19HhkXfcK1ur3AzjCAklFPXJw3t61qLBEkzzJEiyyAB3CgM2OmT3xQBnW1pqk2o3UurXNs1i4aKGxhiypQn78jtyWI42gBRk/e61poixxqkahEUAKqjAA9AKdRQAUUUUxBRRRQAUUUUAFFFFABUVzcwWds9xdzRwQRjc8srhVUepJ4FS1wnxc0nUtW8IWy6XFLcC31CCe5giUs0kSk5AUctg4OPapk7IpK7OsGu6SbCS+GqWf2SNtrz/aF2I3oWzgH2qn53hdpmjEmkGUQ/aCm6IsI8Z34/u45z0rzLVtB1nVY/iVfWFpcNZalDCtnGYmU3Doo3MqkZPQjOOe1SeELW+m+JWh339l6jFaR+GY7RriaykjQSqOVJZRjp369u1Zc7fTp+j/yX3lNW6/1p/m/uOx0XxX4I1uxuLyGbSYIIbhoQ07RIWwcBsHGAcHGeuK17e48K3kdy9pLo86Wn/Hw0bRMIf94j7v414de291p37Ot9peo2N1a3VtqoMizwMg5l4wSMN+Ga7SLRLzUPiVrd9pFlNDpzeHvsbM0LRLNMV+VQCBkgY+nSlze7oun/ALbf89CnG0rX/q9v+Cd7FP4Vnkt0hl0eR7oE26o0RMwHUqP4uh6elZ2h6/4S8Ra1qGm6WmnTS2LhDhY/3pxlio6kDpnpmvL/AApp2pi9+G6Po2qINKe6jvXexlVYWZjjJK9ORz09+tdt8Nba703xb4ztr6yuoGudVe5ikeBhG8Zzgh8bTnPQHNXGze3f8Lf5kO6X3fr/AJHXXR8NWV0ttef2XbzsAVilEasQTgHB55PFJO/hm1v47G5OlQ3chASCTy1diegCnnnBx64rz/x5pOrQ+OTrXhj7VLdObe2u9Omt2e3vY8jBVgNoK5yckYxnI7ro2miPxv4l0vxjot5eLd6omo6dcLbyPG+3hBvXhdowPmIHXNKLu7W7/hb9P8htWV7/ANf8OegO3hqPUBYSHSkvCQBbt5YkJIyBt65IpTrHhzSWuIzqGl2TQkfaE86OMx54G4Z46968e1Tw5r7aP4i0YWl1JrF94lS7tZ1iYq0WcrKHxgBQOeeOldNZeGo9U+N3iGXXdFkutPmsIUimurNjBI6hN2GI2k8H9aISbtpv/lf/AIASSV9f6vb/AIJ6O+r6bHfpZSahapdyY2QNMods9MLnPOD+RpI9Y02W+NlFqFq90rFTAsylwQMkbc5yBzXlNhoUsnjPxHpXiaDWVW51WPUNPls7fMcwX7n73Ydu0ADllHWrPh7SdX0f4oodL+03Wh311c3Fxb3tuytYS/MC6ORghycAg8g9OM04zbtpv/wP+D/TE42v5HrVXtEQyX0jpKAIV2vHt5JbBBz26H86q28ElzNGscbMjPseRcYj4Jyfyx+IrorS3+y2cUHmNKY1ALsACx9Tjjms600lyounHW5NRRRXGbhRRRQAUUUUAFFFFABUVzbRXdu0Nwm+NuozipaKAMq40JJPOa3uJIndf3YKhljPrjgn6E/lTW0LMjlLoqpTCApna3PJOeR049uvNa9Fae0n3J5Y9jIXQsSIXuiVCYcBMbm45BzwOvHv14psegsBD5l3uKriUiLG846jn5f1rZoo9rPuHJHsYy6CwWPdd5IclyIsbl5wBzweRzz0PHPB/YLbT/pfPmbgfK/gz93r1x3/AErZoo9rPuHJHsY7aCxEuy72lmBjJjzsGBkHnnvzx19qH0Fj53l3e3cmIsx52NzyefmHTjjp15rYoo9rPuHJHsZB0L94SLkhNmAuzkN65z09v1pE0Ehot90WCoRIBHje3GCOeB1456jnjnYoo9rPuHJHsYjaEyW6mW58zYrGUeVgSDBwBzx29aq6Ppn2/QtPu45hCtxGkwjWMYWNhlUHuAQM98dBnA6WqGhX39peHtPvfKWD7RbRyeUvRMqDgewo9pPuHJHsVToLbXxd4JkBU+V0TIyvXkkZ59+nHKvoLETeXd7S2PKJizs45zzz+lbFFHtZ9w5I9jIfQSWlKXRVWQCMGPOxuck88jpxx0PPPANCxIpa5JQJgrs5Leuc9Pb9a16KPaz7hyR7GPHoLAQ+Zd7iqYlxHje2ByOflHXjnr1pF0FgIt93kqxMhEWN64OAOeO3PPQ+vGzRR7WfcOSPYxv7Bbb/AMffPmbs+V/Bn7vXrjv+lDaCxWTbd4LODGTFnavGQeeTw3PHUccc7NFHtZ9w5I9jHk0FiJvLu9pZcRZizsOOp5+b6cUraFmRytyQhTCqUyQ3POc8jpx7da16KPaz7hyR7GQmhEPGXuiyhCHAjxubjkHPA68c9evHLU0FgIfMu9xUHzSIsbzjtz8v61s0Ue1n3Dkj2McaCwVN13kiQlz5X3l5wo54I459jxzwHQW2nF3z5gIPl9EyMr164zz79K2KKPaz7hyR7GM+gsRLsu9pYjy8xZ2DAyDzz39OtK+gsfO8u727kxFmPOxueTzyOnHHTrzWxRR7WfcOSPYyP7C/eZ+0nZsxt2c7vXOent+tImgsDD5l3u2oRLiPG9uORzwOvHPXrxzsUUe1n3Dkj2MZNBYCLfd7ipPmERY3jBxjnjt69KUaC20Zu+fMLE+V1TJwvXrjHPt0rYoo9rPuHJHsYx0Fir7bvBMgKHyvupxlTzyTzz7jjjkfQWIm8u72lgPKzFnZx35+b9K2aKPaz7hyR7GQ+hEvIUuiqlAEBjztbnk88jpxx0688C6FiRC1ySgTDKEwS3HOc8Drx79a16KPaz7hyR7GPHoLAQ+Zd7yq4lIixvbHUc/L345pF0FgsW67yVcmQiLG5ecAc8Hleeeh4542aq6jeSWNk00FrLdy5CxwxDlmJwMnoo9SeAKPaz7hyR7GVcabDatBHcaisclxcbYlMfLjrsAz1wDz+OKjtfDN2jXUtzqW+WaQeUqx/u4YweFxnkkZy3qfQVsQWSNPFf3cEQ1AQCJnQlgg6kKT2z7DOBnpVuj2k+4ckexjyaCxE3l3e0smIsx52Ng8nn5h0446UraFmRityQhTCqUyQ3rnPI6cfrWvRR7WfcOSPYyE0Ehoy90WVYyJAI8bm4ww54HXjnqOeOUTQWAh8y73Fc+aRFjfxxjnj9a2KKPaz7hyR7GONBbambvJEhLHyvvJk4XrwQMc+x454Q6C21sXeD5gYHyuiZGV69cZ59+nFbNFHtZ9w5I9jGfQWIm2Xe0sR5RMWdnAznnnv6Ur6CSZdl1tDIBGDHnY3PJ55HTjjp1542KKPaz7hyR7GQNC/eAm5OzZgrs53euc9Pb9aRNBYeT5l3u2piXEeN7ccjn5R14569eK2KKPaz7hyR7GOmgsBFvu9xViZCI8bxg4A547evT3o/sFtozd8+YWJ8rqmfu9euMc/pWxRmj2s+4ckexjNoLFZNt3gmQFCYs7V4yp55PB546jjjkk0FiJvLu9pYfuiYs7Djqefm/StjI45HPIo3A4wRz096Paz7hyR7HJ+GtMsL7QkuNFaS1snMqxQyRgskglcOx+Y5BYZx/jgay6FiRC90SoTDqEwWbjkHPA68e/Xik8LX1lf+HYLnTbRbK2eSZVhGBgiV1Y8erAn8a19w9R1xR7SfcOSJkR6CwEPmXe4quJSIsbzjqOfl/WkXQWCx7rvJDkuRFjcvOAOeDyOeeh4542NwGeRx19qMgZ5HHJ9qPaz7hyR7GP/YLbT/pfPmbgfK/gz93r1x3/AEobQWIl2Xe0swMZMWdgwMg889+eOvtzs5Hr70mQcYI56e9HtZ9w5I9jIk0Fj53l3e3cmIsx52NzyefmHTjjp15pToX7wkXJCbMBdnIb1znp7frWtuHHI56e9G4eo64o9rPuHJHsZCaCQ0W+6LBUIkAjxvbjBHPA68c9RzxyJoLAQ77vcVz5uI8b+OMc8frWvuHqOOKNwGckcdfaj2s+4ckexjjQW2rm7yRISx8rqmThevBxjn26c0HQW2ti7wTICp8romRlevJxnn36cc7OR6+9GR6+9HtZ9w5I9jHfQWIm8u72lseUTFnZxznnn9KV9BJaXZdFQyARgx52NzknnkdOOOh5541twOMEc9PejcOORzwKPaz7hyR7GSNC/eKTckpswV2clvXOent+tJHoLAQ+Zd7tqYlxHje2ByOflHXjnr1rX3D1HXFG4c8jjr7Ue1n3Dkj2MhdBYCLfd5KsTJiLG9cHAHPHbnnofXhP7Bbb/wAffPmbs+V/Bn7vXrjv+lbGQM5I46+1LkevvR7WfcOSPYxm0Fism27wS4KExZ2rxkHnk8HnjqOOOSTQWIm8u72llxFmLOw46nn5vpxWxkHHI55FG4HGCOenvR7WfcOSPYyW0LMjlbkhCmFUpkq3POc8jpx7daF0LDxl7osoQhwI8bm45BzwOvHPXrxWtuHqOuKNw9R1xR7WfcXJHsY6aCwEPmXe4qD5pEWN5x25+X9aUaCwVN13kiQlz5X3l5wo54PTnnoeOeNC6v7Oxj8y9uoLZP700gQfmao6l4n0fSdSh0++vNl5OFaOBI3kcgkqDhQcDIPJ44NHtZ9x8keww6C204u+fMDA+V0TIyvXrjPP6UPoLES7LvaWI8smLOwYGQeee/p19qfda5JBrUWnQ6NqV1vK7rqJEEMYPcszjOO4UE+1DXOvPr4iisdPXSQRm5e8YzSDbn5YhHgYPGS/4Ue1n3Dkj2GvoLHzvLu9u5MRZjzsbnk8/MOnHHTrzS/2F+8z9pOzZjbs53euc9Pb9aWCw1Ua413c675liS3lWEdqiLjHG5zlmI68FfpRYeHrHT9Wn1KOe+mup9ylrm/mlRQzZ2qjMUUZA6AdKPaz7hyR7GXZyaTe3UltZ67bX9xZwlruC0KySA8YO1SSvRvlOSc+3NfTodR1bT5pLeyu7GWIHyjqcKxLckg4wquzoAdudwz6CustrW1sYfJs4IbeIH7kSBFB+gqXcBnJHHX2o9rPuHJHscnF4P1C90WS017WA8s0u5306N7bbHx+7Vg5YHj72QSD0FW7Dwhb6Vp/2PTZRBCsm6Ndm7apILAknLMfm+Ynqc8456LI9fejI9evNHtJ9w5YmM+gsRN5d3tLAeVmLOzjvz836U59CJeQpdFVMYCAx52tz8x55HTjjoeeeNbcDjBHPT3o3D1HXFHtZ9w5I9jJXQsSKWuSUCYZQmCW45zngdeP1pI9BYCHzLveVXEuIsb2wORz8vfjmtfcPUdcUbgM8jjr7Ue1n3Dkj2MddBYLFuu8lXJkIixvXnAHPB5HPPQ8c8L/AGC23/j758zOfK/gz93r1x3/AErXyBnJHHX2pcj196Paz7hyR7GM2gsVl23eCzgxkxZ2LxkHnk8HnjqOOOVk0FiJvLu9hZcRZjzsbB5PPzDpxxWvkHHI55HvRuHHI56e9HtZ9w5I9jJbQsyMVuSEKYVSmSG9c55HTj9aE0Ih4y90WURkSAR43NxhhzwOvHPUc8c624eo64o3D1HXFHtZ9w5I9jHTQWAh8y73FQfNxFjfxxjn5f1oGgsFTdd5IkJY+V95MnC9eCOOfY8c8bG4DOSOOvtRkDPI4GTR7WfcOSPYyDoLbWxd8+YCD5XRMjK9euM8+/SkfQWIm2Xe0sR5eYs7BgZzzz39OtbOR6+9JuBxgjnp70e1n3Dkj2Mh9BJMvl3W0MgEeY87G55PPI6ccdOvPC/2F+8B+0nZsxt2c7vXOent+ta24ccjnpRuHqOuKPaz7hyR7HG+KPhvZ+MNDi0rWNQuFtsq8/2ZVRpHXBBBOdozk457c8c7Fv4deG3t43vmlMfEjmIAyDBx04B6fl71tbhzyOOtG4DOSOOvtSVSa6hyxZjjQW2jN3z5hYnyuqZ4Xr1xjn9KG0Fism27wTIChMWdq8ZU88k888dRxxzs5Hr70ZBxz15FP2s+4ckexjPoLETeXd7SwHlZizsOOp5+b9Kc2hZeQpdFVKYQGPO1ueSc8jpxx0681rbgcYI56e9G4eo64o9rPuHJHsZK6FiRC10SgTDKEwWbjnOeB149+tJHoLAQ+Zd7iq4lxFjecdRz8v05rX3D1HXFG4DOSOOvtR7WfcOSPYyF0Fgse67yQ5LkRY3LzgDng8jnnoeOeJI9ChX/AF00khEu9cfLxnhTjqK1Mjnnp1oo9pN9Q5Y9hkUEUClYIkjDNuIRQMn1470+iisygooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKqaXPdXOlW81/D5Fy6AyxAY2t6VbooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooArzX1vBe29pJJi4uNxjQKSSFGSTjoBxyeMkDqRUOl2E1lHK93eSXdzO++R2+VR6KiZIVQPxPUkmr1FABRRRQAUUUUAFFFFABRRRQAUUUUAFQz3CxZjQo1wyM8cJcKXxj9MkAntkVJJIsMTySEhUUsxAzwPYVXh3MpkeTzNxLIdm3ap5AqZSshpXEkha4WVZ3fypohG0IOAvXJDDDZOcdewxilNvC0jSNEjOyeWzFQSV/uk9xyePepKKxbbLsRpbQRtG0cMatChjjKoAUQ4yo9B8q8ew9KRLS2jEIjt4kEGfKCoB5eRg7fTj0qWqWsx38uhXyaNMsGoNbuLWVlDKku07SQeCM4pAUfDFzZav4dtru302CziE8zRwIqlY3WV1LjAGCTuOcfxGtY2lsVZTbxENIJWGwcuCCG+oIBz14Fef/AAS1rxJ4j8Btq/iqaN3uLqRbZIoFiCRodpyFA5Lh+vpXotN6MCJ7S2kEwkt4mE5BlDID5mBgbvXgDr6UPa28jSmSCNjMgjlLID5ijOFb1HzHg+p9alopARi3hEgkEUYcJ5YbaMhf7ufT2pEtLeLyfKgiTyE8uHagHlrx8q+g4HA9BUtFAES2lsgiCW8SiFi0QCAeWSCCR6Egnp6mj7JbBQot4sCQygbBw+c7vrkk561LRQBE1pbMsitbxESOJHBQfO4xhj6kbV59h6USWltKJhLbxOJxtmDID5gxjDevHrUtNlljgheWZ1jjjUs7ucBQOSSewoAa1vA8ju8MbPInluxUEsnPyn1HJ49zQtvCkiOkMavGnlowUAqvHyj0HA49hXFaJ8VNM8WPPF4PsLzVpYLtrd2VRHEijH71nY4CHJ2jlm2n5eDjpJdEkuNfj1G41W+MMODDYxyCOFWxgs20BpM56MSo9O9PUCOz1nQJ9aGj6dJBNeWKspjtoiy2uMAqWUbYz0+UkE+lM0tNVuZJRqOjafpltEzPaeXP50gkOcuVCKq53HoxJycnmttVVc7VAycnA70tFwMLTvD93DZ3cWqau189ywdHSzhhFvJz+8QBT82cHLFuVHvktfC0dvpl/Zzanf3ZviGkuLgxmRWAADDCAZGB1B6D0rdoouwMOPwuqaNfWEmq6hO96Nsl5MYnmC4xsyY9pXrwyn7zetKvh64j0eS1TXb5rx/lGpSw27Tqmc7MeUEK9eCp6mtuii7AwxoF6mi29pDrUsd7bgpHqAtIPMWMkfIF2bAOFHAH3RSSeHrs6JZWdtrMltdWjlhfR2cG8ghgQFKFF+91UDp7mt2ii4GFd+GPtmlWlm2r30D28hla5tkhjeaQ5y7fu9oJJJyoXkml1DwfpGrWdvbanHcXCQEMcXUkXnPhfnkEbKJG+QHLA4PTFblFF2Bl3XhjQb6ZJr7RdPupkXYstxapI4GAMbmBPQD8q0HtoJGlaSCNmmQRyFkBLoM4U+o+ZuPc+tSUUgIxbwrIsixRh1TywwUZC/3c+nHSkjtLeIQiK3iQW6bIdqAeWuANq+gwBwPQVLRQBEtpbIIglvEohYvEAgHlsQQSPQkM3I9T60gtLYoAIIdvmecPkGN+c7/rnnPWvJfi1DZS/Fj4eJqIj+yzT3CXHmHaroFX5W9V5PB45PrXByDWLb4deJ7fRjMPDEfiwRoYydi2W8+YFP8Azzzszjjr71UVzK/9bpfqEvdf9dm/0PobX5W07w/fXun6KNXuBiYWUW1WuXG0A5IxkBRzyflGOgq1bRx3unCa+09IJLyBTcwSqrEZXlHPRsZI9K+ffFEjx6X8WEsTGnh2MWv2PyyBCtz8m/yscZ9ce1NvRpeo+PfC8V9JbzWz+CS0ytINjuInxu5wSMZ59Pal9m/z/Bv9B9bf1ul+v5nvet6rpGiQx3WrNEhu5Y7JCVBaZnbCoPUZYnHYZNT6jcWOi6ZPqlzEqRafauxZEG5IlG5lX2+Ucewr5pJtr34KfDK81QQzxW2vCC4mnAZYovNfKOT0XAHB4wBXu3jyLTG+EWtqsVsLFdKlMCFFEa4jJj2g8DBxj8MUVU4Rk+za/BCptSlFPr/m1+hH4F8Ut4stYrv/AIRk6Xpy2yT6fdGRGVlfIKgADYwA5AyPeus+y2qIgEEKrE5lT5AAjnOWHoTubn3PrXzql8ulfDP4XSqbaDQZLonVZGh3web0QzKpGQDknJ7D0rb1dNL0G38IaQuvSazHcX119jMoVdPZGXlXzu8xU3YQKeScZHWrqKzaXdomLuk32v8An/kev65qWjeHtLa91byIYGuEIBQZkmZhtwO75xz14z2rQa0tpBKHt4mExDSgoD5hAABb1wAOvoK+WS8V7+zx4ZkvzHcf2f4lEMrzAN9niLNlWz91enB46V1XjCXSdM+KmqND9mtNMvPBky2aooSKZudoQDgnAGMdhUyXKn8//SeYpau39fFynvr2tvJ53mQRP56eXLuQHzF5+VvUcng+ppfJg3+aY492zy9+0Z25+7n0z2r5pmmt7j4bfCFZbsRs+piOWRZdrqnmHd82cjt9OK6jxnpOneC/GnhLR08nT/CM/wBrLtfBp7ZbmQHl9zj1+Uk4GSfWnKLTa82vuV/68xKV1fyv/X9bHtq21tEYSkMSGFDHFhAPLXjKr6D5RwPQelCWltGIhHbxKISTEFQDyyQQSvpwT09TXz3420y78Pado97pet23iaHS9KMFzZaiNrXdq8zASwkkncMBQynOFQjIOK+grGQzafbyNE8JeJWMb/eTIHB9xStpddw6pf10HC0tgoUW8QCyGUDYOHJJLfXJJz15NBtLZldWt4iskglcFB8zjBDH1I2rz7D0qWipGRPaW0omElvE4nAEoZAfMwMDd68etK9tBI8jvDGzSoI5CUBLoM4U+o+Y8e59akooAjW3hSRZEhjV0Ty1YKAVXj5QfTgce1JHaW0QhEVvEgt12QhUA8tcYwvoMAcD0qWigCJbS2RYgtvEohcyRgIPkY5yw9Cdzc+59aPsltt2/Z4seZ5uNg+/nO7655z1qWigCJrS2dZQ9vEwmcPICgO9hgAn1I2rz7D0oktLaUTCW3icXC7JgyA+YuCMN6jBPB9alooAja3haRpGijLunlsxUZZf7pPpyePehLaCNo2jhjVoozHGVQAohxlR6D5V49h6VJRQBElpbRiER28SCDPlBUA8vIwdvpx6UC0tlVFW3iCxyGVAEHyuSSWHoSWPPufWpaKAIjaWxVlNvEQ0glYbBy4IIb6ggHPXgUPaW0glElvEwnIMoZAfMIAA3evAHX0qWigCJ7W3kMxkgjczoI5SyA+Ygz8reo+Y8H1PrQbdN5eMtG/l+WGU/dHsDx+lS0UXYEX2k2qk3jotvHEC1zI4BLdDkYAHY59+lW6hplvIVmeCSSSWTmQEx4AUk4XIGOPzrWMr6Mlos0UUVoSFFFFABRRRQAUUUUAFFFFABRRRQAVDLcKjNFGVe48tpEh3AFgOPwGSBn3p80qwW8kzhysaliEQuxA9FGST7DmkhRo48PK0p3MdzgA4JJA4A6Dj8OaAG/6Qz5zGiGPhSpLK/wBc4I9v1oRLgND5k0bBYyJQIiN78YYc/KPvcc9RzxzNXMaze6pqXihPDui3v9mrHaC8vb1Y1klVHdkjSMOCoYlHJZgcBehzkAHQIl0Fh8yeJiufNIiI38cY+b5ecetAS62rmeIkSksfKPKZOFHzcEDHzd8HgZ45/wD4RHUv+h58Rf8AfNl/8j0f8IjqX/Q8+Iv++bL/AOR6AOgKXW19s8QYygqTEeEyMqfm5JGee2RwccjpdETeXPEpbHkkxE7OOc/N83P0rn/+ER1L/oefEX/fNl/8j0f8IjqX/Q8+Iv8Avmy/+R6AOhdLgtN5c0aq0YEQMZOx+csefmH3eOOh554ULP5qlpUKeXgqIzkt65z09sfjXO/8IjqX/Q8+Iv8Avmy/+R6ZJ4W12CMyad431Z7lRlEv4LWWFj6OqQo2P91gaAOjjS6Ag82eNyqYm2xEeY2ByvzHaM54569eOREugsO+eJirEykREb1wcAfN8pB2885weBnij4Y1lvEHhu01GWD7PNIGSeENuEcqMUkUHuA6sAe4pbzXY7HWbSwns7vbduY47sKvlBwjPtPzbvuqTnbt7ZzQBd2XW0fv4s+buJ8o/wCrz9373XH8X6UMl0Vl2zxAmQGMmInanGQfm5PDc8YyODjmO41GOK1aW1je+cAFYbZkLvzjjLAD6kgUmkapDrWkW2o2ySxxXCb1SZdrr7Eev6UASyJdFZ/KniQsuIS0Rbyzjq3zDcM9uKc6zmRyksYQx4RTGSVfnknPI6ccdOvPEtFAEBllhANwqGNIi0kqkj5h1wvJx1PWpkYOiuvRhkcYpagGYrsj99IJvmzwUjwAMe2fx70AT0UUUAFFFFABRRRQAUUVBOnnSxxPE5i/1hkWTbtZWUqODk559uMHrQARySzNHIg8uL5g6SoQ5IOARzwOCehzkdKEtmQQ7rmaQxZyWI/eZH8WAB/Kp6KAIBbYVR58x2ymTJbk5JO0/wCyM9PYUG2yrjz5hulEmQ3IwQdo4+6cdPc1xPhrw9Z+MvD1n4k8TPdX1zqkQuo4TdSJFaxONyRoisFGFIBbGWOST0A1v+Fc+Fv+ga//AIFzf/F0AdA9tvWYefMvm45VsbMDHy8cUr2+9pj50q+bGEwrcJjPzL6Hnr7Cue/4Vz4W/wCga/8A4Fzf/F0f8K58Lf8AQNf/AMC5v/i6AOiEGJVfzZDiPZtLcH3+tNjtvLEH7+Z/JTZ8zZ8zgct6nj9TXP8A/CufC3/QNf8A8C5v/i6P+Fc+Fv8AoGv/AOBc3/xdAHQJa7FhHnzN5TFslvv5BGG9QM/oKPsvygefN/rfMzu987f93tiuP1DSIfBWoaVf6BLcw2txfxWV5YyXMksUqynYrqrk7HVipyuMjIOeMdjeXkGn2M95eSCK3t42llkboqqMk/kKTdldhvoI1tuWUefMPMkD5Dfcxj5R6A46e5oktfMWcefMnnLtyrY8vjGV9DWNaeLba78NS6yiI0YH7uCKdZJCSMqjAcK5yPlycZ5NS6X4q07ULKweWaO3ury1huBaltzKJRlR055yM+xqra2Dpc1mg3SO/myLvj2bQ3C9fmHvz19hQkGySNvOlbZGUwzcN0+Y+/HX3NY2keLtO1r7dLaz2/2WzLAyeeC5CkqX2DkJlWAJPOOmMGrPhzXP+Eg0pr37K9ptuZoPKkbLDy5GTJ9Cducds4pBsXo7YxiAfaJm8kEHcwPmcdW45/SiNp42jjmXzmbcWmjUKq88AgsT0OOM9D0qemyxJPC8Uyh45FKspHBB4IoAdRUcHmCMrJGkYViECNkbR0PQYOO3b1NSUAFFFFAFe9kEcKj7QIGeRVViAcnP3efUAj8adTbyQIsWZ/J3Sqo4B3/7P406sp7lxI7i5gtIGmupo4Ilxl5HCqO3U1S/4SHRf+gvYf8AgSn+NV/E6LJY2SyKGU6la5DDIP75a1/7Ps/+fSD/AL9D/ClGN0Ddih/wkOi/9Bew/wDAlP8AGj/hIdF/6C9h/wCBKf41f/s+z/59IP8Av0P8KP7Ps/8An0g/79D/AAqvZi5jNi1vQYI/Lg1TTo0yTtS4jAyTk9/Uk0//AISHRf8AoL2H/gSn+NX/AOz7P/n0g/79D/Cj+z7P/n0g/wC/Q/wo9mHMUP8AhIdF/wCgvYf+BKf40g8SaGWKjWdPLDqBdJkfrWh/Z9n/AM+kH/fof4VxdtZ239rayPs8WBfsB8g4/dpR7MOY6X/hIdF/6C9h/wCBKf40f8JDov8A0F7D/wACU/xrE+x23/PtD/37FH2O2/59of8Av2KPZhzG3/wkOi/9Bew/8CU/xo/4SHRf+gvYf+BKf41ifY7b/n2h/wC/Yo+x23/PtD/37FHsw5jb/wCEh0X/AKC9h/4Ep/jWdrzeFPE2jTaVrWo2c9lPjzYl1Dyt4BzglHBxntnBqr9jtv8An2h/79ij7Hbf8+0P/fsUcgcweHdO8B+E1lHhw6Pp/nACRobhMuBnGSTk4yfzrb/4SHRf+gvYf+BKf41ifY7b/n2h/wC/Yo+x23/PtD/37FHIHMbf/CQ6L/0F7D/wJT/Gj/hIdF/6C9h/4Ep/jWJ9jtv+faH/AL9ij7Hbf8+0P/fsUezDmNv/AISHRf8AoL2H/gSn+NPi1zSZ5lig1Szkkc4VEuEJY+gANYP2O2/59of+/YqlqVtBHJprRwRqw1G2wQgBH71aOQOY7miuabx5paOytp/iHKnBI8PXxH5iKk/4T/Se9j4hH/cu33/xmsrMo6aq99qFlplsbjUruCzgBAMtxKsa5PbJOK4Xxb8YtI8L6INRGl6zcATJGyTaXc2oAY8kPLEFyP7uRmqmj+LNF+I/jPw3eWdldNaJp1/MItQs2QCQPbKGUkFGIV3GVJxuPrTswOz/AOE08Lf9DLo//gfF/wDFUf8ACaeFv+hl0f8A8D4v/iqvf2Ppv/QOtP8Avwv+FH9j6b/0DrT/AL8L/hRoBR/4TTwt/wBDLo//AIHxf/FUf8Jp4W/6GXR//A+L/wCKq9/Y+m/9A60/78L/AIUf2Ppv/QOtP+/C/wCFGgFH/hNPC3/Qy6P/AOB8X/xVaGn6pp+rQtNpd9bXsSttZ7aZZFB9MqTzTf7H03/oHWn/AH4X/CuNvtS0vwt8VCfsdzGl1owLrp2mzT72WY7SwhRugLDJ9fegDR8UeBm8R+MfDuvDUVtv7Dd3SA2+8TFwAcncMDA9K6tY0SMRoiqgGAoGAB9K5r/hPtK/h0/xE308O33/AMZrlfFXxz0zwrrOm2s+g61NBeq+Xeylt5VYFQAscqr5md3Y8cetCTtyg97nok2o6XpjLb3F5Z2h25WJ5Vj49cE9OtR/8JDov/QXsP8AwJT/ABrk7a9tde1+61BbOeJJbO2Kx3tq0Uqcy8FXGRWj9jtv+faH/v2KtQuieY2X17QpF2yarpzr6NcIR/Onf8JDov8A0F7D/wACU/xrE+x23/PtD/37FH2O2/59of8Av2Kfsw5jZfXtClQpJqunOp6q1whB/Wg67oR251TTjs+7/pCfL9OeKxvsdt/z7Q/9+xR9jtv+faH/AL9ij2Ycxsf21oHlmP8AtPTdjHJX7RHgn6Zq/G1vcpHcQmOZcZjlUhhg+hrmPsdt/wA+0P8A37FZvhX4geDrHwxZ21z4m0mCWJWVo3u0Ur8x4xniplGw07nfU2SJJU2yorr1wwyK5r/hZfgf/obtF/8AA+P/ABrO1z4xeBtD077Y3iCyvx5ioYrC4jmkAJxu2hskDqcdqmzGds0UbkF41YqQQSucEdKdXnFh4h0b4neLBDo2v3c+kWunCcx6deS2jGZpCp8woVk4VRhSQPmzg8V0P/CAaT/z/wDiH/wor7/49QB01Fcz/wAIBpP/AD/+If8Awor7/wCPUf8ACAaT/wA//iH/AMKK+/8Aj1GgHTUVzP8AwgGk/wDP/wCIf/Civv8A49R/wgGk/wDP/wCIf/Civv8A49RoB01FcDYeIdH8F+LNX0TW/Eq21ksNtcWa6xqO+QF/MEgV5WLMvyKcEnBb3rX/AOFleCO3i3Rj9L6M/wBaLAdPVB9e0eORkk1WxR1JVla5QEEdQRmuN1v44eBdC1CztrnV1uI7oOTc2eJ44duOH2ksM54wD0NbngKXSda8HW1/YC2u4ZpZ2WVUB3fvn68Zz9aqMbibNT/hIdF/6C9h/wCBKf40f8JDov8A0F7D/wACU/xq/wD2fZ/8+kH/AH6H+FH9n2f/AD6Qf9+h/hVezFzFD/hIdF/6C9h/4Ep/jR/wkOi/9Bew/wDAlP8AGr/9n2f/AD6Qf9+h/hR/Z9n/AM+kH/fof4UezDmKH/CQ6L/0F7D/AMCU/wAaP+Eh0X/oL2H/AIEp/jV/+z7P/n0g/wC/Q/wo/s+z/wCfSD/v0P8ACj2YcxQ/4SHRf+gvYf8AgSn+NWLTUrG/LCxvLe5KY3CGVX2/XBqf+z7P/n0g/wC/Q/wrHighg8dTiCJIwdNjzsUDP71/Sk4WVxpmd4+8Zx+CNLt9RupYobUyMJnkhaTcApIRNpGHYgAZ46+nOL8NPG/ibxVcb/E1jpthDe273dlbQO/2mOIOqqZVYkYbdkHjO08c1e+Kur3WkeFkkh1T+xrV5NtzqP8AZ5vPIG0lRs7bmAG4ggfjms/wB8RbPxr4ma30Iz3lnb6YjXt69sY0FzuUBVJAJJBcnPHyjHephrf+un9f07jlpb+up6PUUjiO4ty07RhnK7AoIkJBwDxx0z26VLUU0nlyQf6RHDulC4cf6zg/KORz379KUdwexboooroMwooooAKKKKACiiigAooooAKKKKAK98XFofKuktG3L+9dQQPmGRg+vT8asVFch2gIiWNmyOJfu9Rn/wCt71LQAVzFp/yVrV/+wHY/+j7uujuJ1trWWeRXZIkLsI0LsQBnhRkk+w5NeQfB7xxd+PviR411S6t3tYoY7S1tbaRdrwxK02A3+0SWJ9CcdAKAPY6wpfFKRa0NLOlai1y0Mk6hVjw0aOELD589WBAxkjtW7WFNpF7J4/tdZXyPsUWnS2rZkPmb3kRgQu3GPk9e/ShfEv66P9Q6P+uv+RPq/iOx0O/0+21LzIl1CXyYrjA8tZOysc5XPQHGMkDPIqzBqsErXQlDWwtp/ILTMoDtgEbcE/3h1wax7rwtLeGK11O7k1mxfzhcfb2RXCuoAVBHGoIB5yeR61gS+BdaS3hhnuLfW4VluI5Yru6ktzNBIiIrM6A5dQmDxhgzHgmhf1+H9f8ADDO7ttRs7y4uYLW5jmltZPLnRGyY2wDg++CKs1z/AIb0S50bUtYMqW/2e8uI5oXjdi2BDHGVYEccoSDuOc10FBJzHw7/AORNT/r/AL7/ANK5qm1fR7vVPEGn3SxJAunTCWK5W7cNIpUhozGFxg5wck8c9eK5P4d6nd6M62GqSmTTdY1C+bTpm/5Yzrcy77cn/aCl1Pc7x2Fdnc+LtEstSurK9vVt5bXyhIZQVUtJnaoPcnHQUdR9DG0Xw3qugrqcUdnp9zaXxEghS6eNoCxPmRKdn+rG4svQ5ZuBmt7w1pD6F4ettOklMnkbguXL7FLEqgZuSFBCgnsKa/ivQo1laTVbZFhQu7O+AFBAJyeuCyg+hIB60+LxLo08aPBqMMqySGIFDu+YMFIOOnLKMnj5h6igPM1KK5q28Z2s99eeaIoLC1mkt2nkkYSGRACcJt+7jcS2eAuSMHi7ceLvD9pM0VxrFojqqMwMo4D/AHCT05zx60dLh1sbFQXJAaDLTD96MeUpIPB4bA4X345xVGx8T6Jqd0ltp+p21xO4crGj5Y7DhuPUHqOtXrlwjQZnMO6UAAKD5nB+Xpx659qAJ6KKKACiiigAooooAKrKif2s77p/MMCgqQ3lY3NyOMbvXnOMVZqAOP7QaPz8kRK3k7Rxyfmz156fhQBPRRXnHxv1vxNpPgT7N4Ps5ZrzUphaGeBx5kIYH/VrncXbkAqOOTxgGgDoPhn/AMkq8Lf9gm2/9FLXQXclzHCDZQJPIWA2yS+WoHc5wfyxXPfDL/klPhb/ALBFt/6KWunbJU7SAccEjOKAMTwtr1z4j0mHUpLCO1t7iPdHtuPMOQxUgjaMdM9+tUV8br9o1mylsfK1DTA0iQvNhLqIYy6Pt7E4IxwcdiDU+keEIrLwhZ6FqF5PcrakkTWkstmzfMT/AMs5M/xdN2DUGq+CI9YsJYrm8Mdyt21za3UMZV4Q2AyHLHcGXIbpnPQEA0dfL/hge2ho6p4s0fR4J3v7xFe3jLvEgLMcEAhfXBZQfTIzithHEkauvKsMjjtXE3fw+luItXgW9shFevNLbytp4NxA8jbmDSbvmTdngBTjAzxXaxhxEglZWkCjcyrgE9yBk4H4mjoHU5nx4QNN0jJx/wATzT+v/XwlbWtaVDrmg32lXLMsN7A8DsvVQwIyPzrnPidp8Oq+GbLT7reIbrVrKJzGxVgGnUEgjoeeD2pLDxPfab4e1m01hVuNc0C2aSQE7BexBSY5x6BwpBx0ZWHpSlazuVG91Ym/4QS3u5Lu51W5ke8uVjXzLOSW2VSkZjDYR8kkMc5PTA7ZMVt4DlshoT2uqgTaJCkEMkkDSGSPbtmVsyZIfgjn5Noxmp4vGcpa4STSZM2dtBPcSieNUBlGVxk5xwck9Peqb/Eq3W385dJvHRIpZp2DIPLWKfyX4JBODyOOR6VVmpW6/wCV/wDgkKzin0/zsTWHw+tYFt4by4aa2s7Z7W2EBeCTy2mSUbnRgSVMagYx3J64rX8MeHY/DOnT2kNzNcia7mud00juR5khbb8zMeAcZzyck8k1iav43k/sjWzpMKrd6c6xFZXAdC0mzcUIyP7ynkMCDnqKD44i0fT2e8S8v4kmuoFuSY9zzQq7tGQAoAAR1DY52c9QTN7Ip3bt5/odpRXH3fj82PNzoV4AtvFdPtliO2KSQxqfvcnocVu6HrI1q2uXNtJay2ty9tLFIysVZcdwSCCCDVWf9fcTdf195chjCXVywtxGXZSZAR+9+UDP4dPwqeoIVAurkiKVSWXLO2Vf5R90ZOB26Dn86npDCiiigCC7dkWPbNFFukUHzBneP7o5HJ/H6UtFyHKp5axthwW8zsPUe9FYz3LjsY/iX/j0sf8AsJWv/o5a3qwfEv8Ax6WP/YStf/Ry1vVcNhS3CiiirJCiiigAribb/kL61/1/t/6LSu2ribb/AJC+tf8AX+3/AKLSgC3RRRQAUUUUAFFFFABRRRQAUUUUAFZ+q/e07/sI23/o1a0Kz9V+9p3/AGEbb/0atJ7AdrRXNPpXjIuxTxRpoXPAOiscD6+fTf7K8af9DTpf/gkb/wCSK5zQ6C7sbTUIliv7WG6jRxIqTRhwGHRgD3HrXHeM7zUtN8beHLrQNMGr6h9lvYvsJnEAMJMBeXzGyBtZI1xjnzPas3xz4c+Jeo+H0g0DxPZG8+0xsDbWbWbKAeSZPObK+q7TmneHbDxVp3jrw7F411mz1a9/snUMSW1r5W395Z5BOQH+u1fxqgND/hKfH/8A0TlP/B9D/wDE0f8ACU+P/wDonKf+D6H/AOJruKKVwOH/AOEp8f8A/ROU/wDB9D/8TR/wlPj/AP6Jyn/g+h/+JruKKLgcP/wlPj//AKJyn/g+h/8Aiaj8NX+r6n8SLubxHo40O6i0lEt7UXK3PnRmViz71wBghRtxnnNd5XEaxFrMvxTiGgXlhaSjRj5jXto9wpXz+gCyJg++TQB29RNa273Udy8ETXEalUlKAugPUA9QDgflXPfYPHR6+ItAX6aFMf8A27rkPG3hr4sahqWjP4b8U6fEYXlM8sFq1rGgIXG9Gkl83ocDbxz60WA6m6/5HTUv+vW2/nLU9Y2l2+rWutXcPiG/g1C/W0t/MuLe38lW5l/h3H8+M+grZreOxD3CiiimIKKKKACrXg7/AJFGx/3W/wDQzVWsfwvN40Hhq0FpY6C8OG2GW9mViNx6gREVE9ione1na5oGl+JdO+wa7Zx3tp5iyGGQnaWU5GcHnnseKyvP8d/9A3w6f+4hP/8AGa5zxxf/ABTt/Dm/w7pulC+8+ML9iuGncjdyCskSrtx1JIxWViia/wBR0LwD8QYPOthYWF1pHk28VhZtIFaOYlv3USlgMSLztx1Gc1pf8LV8Kf8APxqX/glvf/jNZHgefxXc+O5pPHVlp9nqX9ixYSxkLAL5z/ezkBs5zhiOBXpFDA47/havhT/n41L/AMEt7/8AGaP+Fq+FP+fjUv8AwS3v/wAZrsaKNAOO/wCFq+FP+fjUv/BLe/8Axmj/AIWr4U/5+NS/8Et7/wDGa7GijQDivBusWniPxl4k1bSzI1p5VnaAzRNE5dBI7fu3AcDEq4JAzzjOK7WuGefXIPiXr/8AYGnWF6WsbHzftl89ts5nxjbFJuzz6YwOvbT+2eOz/wAwLw6P+41Of/bWgDS1Twxomt39pe6xpdrfXFkGFu1xGJBFuIJIB4z8o5xnik8IADwzCAMATT4A/wCuz1wHjbVPi/b32j/8Ivo+lszSSefFb3BuInXAx5jSRx7B1xtbJ5rsvh0+qSeCbZtchtYbvzZty2sjOn+tbPUDHOeOfrWkCZHUUUUVoSFFFFABRRRQAVh/8z3N/wBg2P8A9GvW5WH/AMz3N/2DY/8A0a9TLYa3OY+K/iO48Mafot/BNqPlDUkFxa6fbLM91FtYsh3dBgdfw46iTwP8SdI8X6tLpej6JqmmiG3a4Y3tosCn5lXCgE5PzfpTfizqUmmeGYHfWL3QrB59t3qVhbGaWBdpwBjlATgFh04Heue+D2rw32sXlvo3jLWPFmmpbl5J9TtXH2eXcu1Vlfk7huJX/ZBrKGt/66Fy6P8Arc9cpkhcSRbDGMv83mdxg9Pf/wCvT6jlQvJDiCKXbICTIcbOD8y8Hn8up5pR3B7FqiiiugzCiiigAooooAKKKKACiiigAooooAgvI/Ntiht47n5lPlyEbThgc8g9Ov1FT1BeIHtSpgecbl+RGCk/MOckjp169u/Sp6AMjxVrDaB4V1DUok8yeGE/Z4/+ekzfLGn/AAJyo/GuSsbW2+G+s2U2qyFNLm0aCwm1Fh8kdxC8jlpT/CJPOY7jgZUgkZFbXiP/AImvjDw/oa8xRSNqt2P9iHAiB+srow/65GuqoA5v/hYvgn/ocdA/8GkP/wAVR/wsXwT/ANDjoH/g0h/+KroPIh/55J/3yKPIh/55J/3yKAOf/wCFi+Cf+hx0D/waQ/8AxVH/AAsXwT/0OOgf+DSH/wCKroPIh/55J/3yKPIh/wCeSf8AfIoA5/8A4WL4J/6HHQP/AAaQ/wDxVMn+JPg2OItB4l0y+lx8ltYXSXE0p/upGhLMfYCuj8iH/nkn/fIpyxRocoiqfUDFAHI6N4Va++GsWka7G9rcXDSXTCNh5lpLJM0ylWH8cbMORxlfSsbR9K1LX9avDqeoW9tqthdWZv7f7KW8xoCxSVDvGI5VORwdpDDkqa9JrmPFen3Vrc2/ijRIWm1HTkKT2ydb21Jy8Xuw++n+0MdGNHVMOljK1P4eahqeoXtxLrcAFxHcRKWsmZ0SWSNwpPmAHb5eBgDOcnkk1ZuPAlxNqUt2upxRyPfNeJNFAySw7hECgYPhlIjwQwIORx8vPS6VrWm63aJc6Vew3UbxpKDG4JCuMqSOoyPWr1C0tboD1OQj8F3dvqp1GDVITP8AarqUI9qdnlzhdyEb+SCikNx3GOciCL4eG20u5sLTVFSCWCxhj8y2LMgtiDkneN27Htj3rtqKForLy/DYN9f61OWsvB89prkGoNqMbrFf3V4YxbEbvOXbtzvOMdc459BXR3EhRocTxw7pQuJBnzOD8o5HPfv0PFTVFNv3RbPL/wBYN3memD09/wD69HSwdbktFFFABRRRQAUUUUAFQhz9uaPz4iBGD5IHzjk/MTnoenTseamqIB/tjHEfl+WMH+POT+n/ANegCWuVvP8AicfEywtB81vodq19L6efNuii/EIJz/wJa6onAya5bwGPt2nX3iJ+W1y8e6iJ/wCfdcRwfgY0Vvq5oAz9B1K78F6Lb+HdW0TVLiPTkFvaXtham5juIF4jJCZZHC4DBgOQSCQa0v8AhO7X/oB+I/8AwTT/APxNdPRQBzH/AAndr/0A/Ef/AIJp/wD4mj/hO7X/AKAfiP8A8E0//wATXT0UAcx/wndr/wBAPxH/AOCaf/4mj/hO7X/oB+I//BNP/wDE109FAHGXV1e+MtS0y2tdIv7HTLO8jvbq71CHyC5iO5I442+YkvtJYgAAEAkni1438Py6lZrqemQCbUbON08jdtF7buMS2zH/AGgMqezqp9a6mijfQNjlNJ0Hwzr3h0XdgtxLa6lBAGke7m8zEJygJLZR0Yc4wQQQelWF8BeHhDNEbSdknjkjk3Xsx3LJJ5jjO/u/PrWPrGqWfwz1qfVtRmFv4a1Z2e5O0t9ju9pO8KMkrKFOQAfnAP8AGa7SwvYNS062vrJ/Mt7qJZonA+8jAEH8iKOtw6WMqfwdo10lwt1DPMLhQjl7qXdtD+YFDbsgbucA+3TiiXwdok/2kS2rsly0jyR+e4XfImx3AB+VmUkEjB5PcnO5RR5AYt14R0W8BFzbSuGto7U/6VKMxxtuReG7Nznqe5q/YaXaaZ9p+xRsn2qdribdIz7pDgE/MTjoOBxVuindgQQkfarjBmJ3LkOCFHyj7vHI9cd81PUELhrq5UTtIVZcxlQBH8o4Bxznr361PSAKKKKAK95H5ixZt459sqt85Hyf7Q4PIp1NvEDrFmB5sSqfkYDZ/tHkZA9OfpTqxnuXHYx/Ev8Ax6WP/YStf/Ry1vVg+Jf+PSx/7CVr/wCjlreq4bCluFFFFWSFFFZ+ua5p/hzSJtU1iZoLOHHmSiNn25OOQoJxnvQBoVxNt/yF9a/6/wBv/RaVv6R4p0jXNQurHTbl3ubRVeWOSCSIlGztdd6jepwcMuRx1rnUlWDUNdlk3FUvmY7ELHHlp0AyT+FG2oF6isjTPFGkaz9lOmXLXAuo3kiKwSAFVbaxJK/Lzxzik8W3t5pvhDVb7TJY4rm1tZJo2kj3jKqT0yPSlJ8quxpXdkbFFcnqviO7tdD8OxwOBf63NBbiYqD5e5N7vjpkAHA6ZIrO1Hxbqel2/iWyG+6udHa3kFwIgz/Z5cFnKKACyAOeBg4HHWqas2n00/L/ADJWqT7ne0VxEfiTU30bXb7QpTrlpbWiTWF0Y1zNKVYug2BQ4XCngA5JXqOLXhXXpNZ1Ldp+otq+ktZrI128aKY5y3+r+VVGdvJUjK8Z60W1sPpf+un+Z1tFFFIAooooAKz9V+9p3/YRtv8A0ataFZ+q/e07/sI23/o1aT2A7Wiiiuc1CsnW/DlrrslrNLPdWl3aFvIurOby5EDABlzyCpwMggjgHqBWtRQBzP8Awhcn/Q1eIv8AwLT/AOIo/wCELk/6GrxF/wCBaf8AxFdNRRcR5LeWuqwfGrTvCyeKtc/s640d7x83Cb/MEhUYOzpgdMV2n/CFyf8AQ1eIv/AtP/iK5jUv+Tn9G/7FyX/0c1em02BzP/CFyf8AQ1eIv/AtP/iKu6N4YtdGvZ737Ve397OixNc303mOI1JIReAFGSTwOSea2aKQBRRRQM5O6/5HTUv+vW2/nLU9QXX/ACOmpf8AXrbfzlqet47Gb3CvOtb8eX+imS5jutP1CWaeS2t9FijIuEZSQGZwx4GMtlQADweOfRa4HSZ/EGsa9qOt6dp+hQwQXUtmsc0LC6mWNtpLTD7uSOBtIxj6093YNlc0/C2p6jLex2uqa7p2ryz2puWFjGFW3IZRtBDHcp3HBOD8p/Dq64vQtQt4/iFc6Zp1lb2MM2nfa7m3W2SOVJxKFO4r97IOcnOeoODXaVW6T/rcXWwVa8Hf8ijY/wC63/oZqrVrwd/yKNj/ALrf+hmsp7FRNuiiisizndY0PVm8RR634evbSG5Nr9knhvYGkjdA29SCrKVYEt6gg+1ReV47/wCfvw7/AOAs/wD8crp6KLiOY8rx3/z9+Hf/AAFn/wDjlc1d+KvHVr8TLDwnv8PMbywe88/7LP8ALtYjH+s9q9MrzLVv+Tm9A/7AE/8A6MNNAdN5Xjv/AJ+/Dv8A4Cz/APxyjyvHf/P34d/8BZ//AI5XT0UXAwfD+iX9lqWo6rrd3b3N/qAijZbWIxxRRxhtqgMSScuxJJ7jgYreoopAFZfhH/kWof8ArtP/AOjnrUrL8I/8i1D/ANdp/wD0c9aUyZG1RRRWpJk+KdQv9K8L397o8EU95BFujSbOwcjLNjkgDJwOTiuS07VPEcmrWAu/HHhi9gknQSW1lbbJZQT91W85v5dPSui8eadLq3gXVLG3sTfyzRALaiXy/NIYHaTg8ccjuMjvXJ6VpN3b6xp0knwp0LRlS4Tdf2t1Azwc9VCRqx9OvfvRH416r8wl8P3nptFFFABWH/zPc3/YNj/9GvW5WH/zPc3/AGDY/wD0a9TLYa3MH4l63eaDpNjdRap/ZGn/AGtRqF99gN3siwTtKAHAY8bscfjVLwT8Q9L8Y+MLmy8Hxyy6HaWRaa5+zGKLzy42qmQDkqWJyOw960/iJr2o+HdGgv8ATrO/vESRvNgsLZZml+U7UYEEqpbGWA4H1rC+Ftx4y8/b4ynVWvLZ7oadHpwhWw+dQieYoALFSxKnLDAyetZQ1v8A10/ply6f11PS6imQPJBmDztsoYHcB5fB+b39PxqWopgDJBuSZsSgjymIxweWwRlfbntxSjuD2LdFFFdBmFFFFABRRRQAUUUUAFFFFABRRRQBBeY+yncJiNy/6gkN94enb19s1PUF4wW1JaWWEbl+eJdzfeHGMHg9Dx0J6dazvFmsPoPhTUNRgXzLmOLbbR/89JmISJfxdlH40AZvhT/iaa/4g8Qtyk1yNPtD/wBMbYspI+szTfUAV1VZvh3R08P+G9P0mNvMFpbpE0h6yMB8zn3JyT9a0qACiiigAooooAo6xrWn6DYfbNWuVt4d4RflLM7noqqoLMx7AAmsUeOrcjK6D4jI7H+yJR+hGabNGt58WrcXAEi6fpDTW6kcJJLLtZ/rtQDPYFvU11VAHMf8JzB/0APEX/gpl/wpkvjW3lheM6D4lUOpUlNLlUjPoR0PvXUu6xoXkYKqjJZjgAVGl3byOES4iZmJAUOCSR1H4d6APD/hxpVx8OPG2uSWmn+I9Q0LVoVkElxpspuY50Y4DfLhgQ7HeCDkcjvXp3/Ccwf9ADxF/wCCmX/CtqTWNNikt0e+tw1zKYYQJAd7gElR7gA046lb+eqJIjoVYtKsqbUxjg855z2B98cUAYf/AAnMH/QA8Rf+CmX/AAo/4TmD/oAeIv8AwUy/4V0kc0U2fKkR8ddrA4p9AGJpHi3S9YvmsIjc2l+qGQ2d9bPbylP7yq4G5eRyuQM81q3Ee9ocQRzbZQ2ZDjy+D8w4PPbt1PNc34+jWLTtK1JBturLWbHyZB1US3McEg+jRyuD9a6O5QO0GYGm2ygghgPL4PzdefTHvQBPRRRQAUUUUAFFFFABUIj/ANPaT7PGMxBfPz855Py9Ogznr3PFTVAEH9oM/kMCYlHnbhtPJ+XGc5HXOO/WgDC8e3c0PhOaysXKXuqyJp1sy9VeY7C4/wB1Sz/8Ares7SGwsYLO0QRwW8axRIOiqowB+Qrm7r/icfE6ytvvW+g2jXknp9on3RxfiI1m/wC+1rqqACiiigAooooAK5m48V3lzqVzZeGNEk1Y2chiubp7hbe3SQdYw5yXYd9qkDoTniumrl/hsB/wrvSn/ilR5XPdnaRmZj7kkk/WgBf7Y8Y/9ClZf+Dkf/GqP7Y8Y/8AQpWX/g5H/wAarp6xdc8V6b4elEeo/aN32eS6Pk27yBYoyodiQO24GgDkfGWgar480NtL8ReCLKaMEtFKmtBZIGx95G8ng/oe4NS+DYPHHhbwfp2h3Og2eoNYReStx/agj3ICdg2+WcYXavXnGfauhm8c6PBZ3VzJ9qVLOQpOGtmUoBH5m45xgbCCPXoOeKiHjvTxPcxvbXmIr1bKIxwmTz3aESjaF6Dae+KPIPMP7Y8Y/wDQpWX/AIOR/wDGqP7Y8Y/9ClZf+Dkf/GqevjTToYY3upJmE93PbRFbVkzJGT+6wSfn+UgdNxHA7V0YOVBwRkdD2oA5g614wQbm8IWzgclY9YUsfoDGBn6kfWtXQtettftJZbeOa3mt5TBc2lyoWW3kAB2sASOhBBBIIIIJBrTrl9MAj+KviFU4WTStOlYDu5ku1LfXaij/AICKAOihk3XNwv2iOTYwHlqPmi+UHDc9+vbg1NUUe/z5txj25G3b97p/F/npUtABRRRQBXvMbYtwmP71ceUT/wCPY/h9adTbxgqxbpZYsyqB5a53f7J4OB78fWnVjPcuOxj+Jf8Aj0sf+wla/wDo5a3qwfEv/HpY/wDYStf/AEctb1XDYUtwoooqyQrl/iTpl/rXw81XTdItGvLy5jVI4ldEyd4PVyB0HrXUUUDWjOPsdN1MfFa41eXTZobCXRYbUTtJEf3qyu5XaHLdGHOMVVWR4r/XpIoXndb1ysSEBnPlpwCSB+ZFd1XE23/IX1r/AK/2/wDRaUdLf1q7/qJaO/8AW1jkfDmjav4f8Vy3CabvsNbT7ReBGiH2C4yTtHzZZCDzjPzAn+I10Pi21ub/AMHavZ2Fu1xc3NnLDFGrKu5mQgcsQByfWtiilJJx5Rp2lzHHaloN9daD4ZuYrVhfaJPDO9qXXc4CbJFBB25wSRzjiqV34e1m4fxHrFpE8NxqctqiWpkVZHtocb13ZwrOC+OeARkjt31FU3dt/P8AL/IlKySPP4fDOpWcPiRvCcMmj29/bKba0kZUC3Pzb3QAkRgrtHbnntV7w54f/s/xbLqOl6fPpGn3FmEu7SQqFkuARtcKpIyFDAt3yOvJrsqKS0f9f1/SG9V/Xl/l+YUUUUAFFFFABWfqv3tO/wCwjbf+jVrQrP1X72nf9hG2/wDRq0nsB2tFFFc5qFMnnitbeS4uJFjhiQvI7HAVQMkn8KfVTV0Mmi3qLaC9LW7gWrEATfKfkyeOen40ne2g1a+pyvi7xep8Ca/d+Hru5tNQ0+w+1xvJZsmAQxRgJUwwO09P0rR0rxvod5DPG+obJ7GzW6ummheJfKxzKrMoDpkH5lyK4qfwtr6+EvE2kaNaalJpl5pYhsLDUZ4mmgnO4GNJC/8AqgMfeY4PTNaGr6R4mOvy6jpGjZkHhd7GI3EkLIbneGCMu85HHXG3PtVuyvb+tH/wCd7f1/L/AMEsS3Xhe68dP41fU7uKbR9H2TW72cigW7szibaU3EcHkZHHNdHaeNNFv7UT2kt1IjsFiH2KYNNld+YwUy4285XIHrXmlx4Y8V3mtare2uk6lDbah4XaxaC6ngkea5+cDcxkwmC2QF+XH93pXQa1omsx6f4Q1OPQG1Q6TatbX2ktNGJMPGgLod2wspTpu5Bosv6+f+S+8Xb+ui/zf3HXReMNDudMtr21vWnjvHaKBIYXeV3XO5fLC7gVwcgjjHNZnw41y71/Q9Rub67ku/K1W6ghkkiEbeUj4QFQq4OPUA+tYD6Lq+jeINB8R6P4VEdpEtzFdaPZvEs0ImKES8sEZ8p82G79TjNb/wAO7DUtO03V11fTpLCS41i6uokkkR90ckhZT8rH9aElq/L8br9AfT1/RnXUUUVJRyd1/wAjpqX/AF62385anqC6/wCR01L/AK9bb+ctT1vHYze4Vx7+O/C+n6peokV8tyspjuWg0m4YM68csseGPv6YrsKz9R1KDR1jlngk8iVz500UZKw8Z3vjoOMZ7d+KfURk6N4k0LxB4i3adbXP25LVt09xYywHy96/Ll1G7kg4GcY966aue0fxZZ+Idckt9It5rmygicnUxGRA7hlBjjf+L1JHHHeuhp9EHUKteDv+RRsf91v/AEM1Vq14O/5FGx/3W/8AQzWc9iom3RRRWRYkkiRRtJKyoigszMcAAdya5Dxb41j0/wAJ3WqeGb7Tr6a1ngSVN3mhVkkVOdrDBw2Rn06VueJ4refwrqkN9DcT20lrIksVqCZXUqQQgHJbHTFeWa1b63c+D9f02SO71+3LWAtL8abItxOomDNFIgX5iigksFH3sHmnHV/d+Ynoj1e18Q6Ne291PZ6tYzxWbFbmSK5RlgI6hyD8v41yV3a6Pd/EWz8dr4l01bDTLF9PmUzLgO7bhl92FOCODyawvEkc9pr3jK5s/DtxfWs+mWCxxNYS+VKUkcMQABvKKyttBycYrmPENt4jvrzxsmn2d/faXqVjbOTc6ZOLm6cBQpjVYwoAw2VIBwBx3pr+v6/r8w62/rp/me3L4m0KSykvI9ZsHto5TC8y3KFFkHJQnONw9OtST63pcGmxX0mp2cVrOP3Nw8y+XJkZGDnDcc8GuJ8XM+meIfD2sGw1STRFtZref+zIZBLbSP5ZR2jQb8YQqeOKzLOGPwj4p8P30GiarF4aNlcwQoIJbmW0mklD73jAZ13gY6cZwccila/9ev59PUV9L/1/S6nZ+AfEV14o8Lf2lem2aT7XcQhrUERsscrIrDJPUKD1rpa4r4UxSW/g2WGazuLNl1K8YRXEDREK07spAIGRgjpxXa0MfV+r/MKy/CP/ACLUP/Xaf/0c9alZfhH/AJFqH/rtP/6OerpkyNqiiitSTF8XyvD4UvZIobyeRVUpFYOEndtwwEJ4Bz61xthp/iq61zSr/wAf3N1HHHMhsbLSyGhjk5H+lMANz47gCMHOMHFdZ471C50rwNql7ZXv2GaGHctz5XmGMZAJC4OTjOMjGcZ4rgtE1jQbjxBpaWfxE8UancSXKbbO8t9sUx9G/wBHTA7/AHu3fpRH416r8wl8P3nrtFFFABWH/wAz3N/2DY//AEa9blYf/M9zf9g2P/0a9TLYa3MbxR8UPDHg/WrXTdevjayzElmkhkARNpIYHbhgSAvGcE0/w18TPDPjDX5NK8N34v3jtjcvJGjhVAYLg7gOfmGOvfpjnO+K8N02k6dNp0fhr7TFdHEviMqIUUo2duT948cc/pWF8LdS1g+MLrTtUn8HGJrAzonhoKSxEirlyPTPfH3u/OMYJPf+tC5abf1qetVFMQJINzzLmUAeUpOeDw2AcL78dualqKZwkkGZ/J3ShQNoPmcH5fb1/CiO4PYt0UUV0GYUUUUAFFFFABRRRQAUUUUAFU9Q1jTdIVG1XUbSxWQkIbmdYwxHXG4jNXKhuLO2uwoureKcL90SIGx+dAGNc+NPDPkHZ4q0eFsj5zexN3HGN3fp+Nc74h8WeHNV8VeH9MGv6WbO3lfUrqT7bHs/dACJCc4yZHDgf9MjXX3OkackBaOx0+Nsr80tupXqPp9B74pR4e0ZblrgaTYiZ0CNJ9mTcVBJAzjoCT+dAFb/AITTwv8A9DJpH/gfF/8AFUf8Jp4X/wChk0j/AMD4v/iqu/2Npf8A0DbT/vwv+FH9jaX/ANA20/78L/hQBS/4TTwv/wBDJpH/AIHxf/FUf8Jp4X/6GTSP/A+L/wCKq7/Y2l/9A20/78L/AIUf2Npf/QNtP+/C/wCFAFL/AITTwv8A9DJpH/gfF/8AFVla98VfBXhyC3m1DxBZvFPN5Ia1kE+w4JyypkgcYzjqRXRf2Npf/QNtP+/C/wCFZWu+AfC/iWG2h1nRra4itphPGgXYN4BAztxuGCeDxQBlaHruleIfiZNe6FqNtqFsdEjXzbaUOAfPc4OOh5HB5rt643S9LsNH+J0lnpNlb2NsmiR7YbaJY0H79+ygCuyoAyfFelTa54R1XS7UQma8tZIY/PJCBmUgEkAnjr0NcnJ4Dv49UlvLC10iBjqS3cZ3MNsf2TyWUgRjq/OM4I75rpNQ8ZaVpuqSWFyLszRvFG5jtXdVaXPljIHcjA96ii8daLNbvKHnVY1RnDQsCm6Yw4I9RIpUjtjPTmla/wDXzHe2/wDV9DmdJ8Ea7aX9pd3VvpreTew3DxC5YjaLRoGx+6AGCVIAGMDHGKt6T4HvtLtdFC2WkvJY6fdW1ynmMFnaTZt58vlfk5yO/Q1fsvGkp1q402+tizi7uo4poIztSOFUOWGSS3zjp+lTWXj7R5ltI5Jp3aZbcNcCzkSINOoMeSc7dxIAyTgnGafxa97fihfC/T9GT+DdBvPDemzabdNBNBHLm2nR2Mjx4GBICOq42jk/Kq+ldFXKaL41intJF1f5LuP7XL+5iIR4oZ2iyuSctwuRnPPvXVKcqDgjI6HtTvfUWzscp8Srq3s/CUE13PHBEur6YzPK4VQBfQsTk+gBP0BqzceNvCbNB/xUmmt+9GPJ1GMAcHlsNyv19qh+IiJJ4Wt1kVXU6xpYIYZH/H/AK17rStM3Qb7OJcygDy7ZW3HB4b5Tge/HbmkMwtc+Kvgrw8LVtQ8QWbR3Mnlq9tIJwhxnLBMkD3xiui0nWtM16xW80XULXULZjgS20qyLn0yD19qydd+H3hbxL9lGs6LbXC2snmxoF2Luxj5guNw9jkVs6dpdho9ktnpNjb2NqmdsNtEsaLnrhVAFAFqiiigAooooA5688a6bY3strNZa47xMVZoNCvJUJH910iKsPcEiqg8eaSLxpP7P8Tcxhcnw/f7Op/h8rr749K6yoAw/tBl82Ut5SnyyvyAZPIOOvtnsOKAPPPB3jPT1t9R1e7sNeNxrF690DHoF7IvkjEcADLEQR5SI3BxljXR/8J/pP/Ph4i/8Jy//APjNdPRQBzH/AAn+k/8APh4i/wDCcv8A/wCM0f8ACf6T/wA+HiL/AMJy/wD/AIzXT0UAcx/wn+k/8+HiL/wnL/8A+M0f8J/pP/Ph4i/8Jy//APjNdPRQB5XD8e9Ebx3deGbnRdaSSN1WGWOxld3BRWJaAqJU64xtORg966z4bHPw30U/9O//ALMa6GGytba4nnt7aGKa4YNNIkYVpSBgFiOScADn0rn/AIbf8k40b/rh/wCzGgDp6w9d8K2viCZpLq6uod9jPYFYCgHlzbd5+ZT83yDHb2rR1XUF0rR7zUHieVbSB5mjQjcwVSSBnjtXOQePRJfJbS6PdQ7riGAyNJGVUzJvjPDE89DxxS3/AK76D1Wv9aBqHw8s9QluJH1XUYzcsTKFMRU5g8noY/7oznqDnBGant/A1rb3Ucw1K+by7uK8CHysGSOEQ8/JnBUDI9emKy9V8dNd+F7i40lZrK5Onw38UjBGwry7NpByM8H8+tTnxtKiia8spo1XUbu1RLaRGEggjkb59wzz5ZIxjnHOOrvbX+tH/mK2lvl96v8AkXrjwLY3OnzWct/f+VLcy3alXjDRTO+8SKQnDIc7c5xnnNdJEhjiRGkaQqoBd8Zb3OABn6CuGvPG9xe2sK2dvcaZdC506XbL5bia3uJgvUZxnDg9CMV0Gi+JU1qURR2skMq+ctxG7AtbtHJs2tjuxBI9hmnZ7f1ohXW/9am3XBT+I7XRvi1rYubTU5t+kaeoNnps9zjEt2efLRsD5hgnqQR2OO9rmNP/AOSsa9/2BtO/9HXtIZDF480tbidm0fXogzAiRfD18Wk4Ay37jjHTqeB+Fc1p/wAetCu/G914auNJ1iGeOby4ZUspXLjA5aLaJUPPTafXNelwoFurhhAYyzKTIWB8z5RzjPGOn4UW9haWk08trawwSXD75njjCtK3qxHU+5oAnByoI7+oxRRRQBXvJBGsWbhYN0qqNwB3/wCyPc06i6d1WPZJGmZAD5g+8PQcjmisZ7lx2MfxL/x6WP8A2ErX/wBHLW9WD4l/49LH/sJWv/o5a3quGwpbhRRRVkhRRRQAVxNt/wAhfWv+v9v/AEWldtXE23/IX1r/AK/2/wDRaUAW6KKKACiiigAooooAKKKKACiiigArP1X72nf9hG2/9GrWhWfqv3tO/wCwjbf+jVpPYDtaKKK5zUKKKKACiiigDirzxRqUHxu07wxG0f8AZtxo8l46lPm8wSFR83pgdK7WvMtS/wCTn9G/7FyX/wBHNXptNiCiiikMKKKKAOTuv+R01L/r1tv5y1PUF1/yOmpf9ett/OWp63jsZvcK4/4gw2d1BpVreaXeau0t0fKsLWRY1nIRiRIzMo2AAnBPOBXYVj+IvDqeIobWKS/vrEW83nB7KYxOx2kYyPrn8KbBGP4ZOor4gMcvh280Cw+yuVt3uYZIC+9OVWNjsOM8cA88Zya7CsDRfCi6LqRvF1jVr4mFovLv7szKuSpyM9D8tb9V0JCrXg7/AJFGx/3W/wDQzVWrXg7/AJFGx/3W/wDQzWU9i4m3RRRWRYUUUUAFcne+L7i1+LGm+Eltomt7zTZLxpyTvVlYjaB0xxXWV5lq3/Jzegf9gCf/ANGGmhHptFFFIYUUUUAFZfhH/kWof+u0/wD6OetSsvwj/wAi1D/12n/9HPWlMiRtUUUVqSI6LIhSRQynqGGQaGVXADKGAIIyO4paKACiiigArD/5nub/ALBsf/o163Kw/wDme5v+wbH/AOjXqZbDW5zHxZk0MaHYQ674buvE00t1iy0y1DFpJNjEk46ALnnn6VlfCk6Na6rdWtv8O7rwbqMsG8NOhdbiMMMhZCOxKkr7g1e+J0mnatJpWkr41i8NX8V4ZfPilTzI8RPwcsCoIPU9c471yVl4L1DV9cNlpnxs1G9vltWlH2fbLtj3ANyshxyV9M8dccYw0v8A10Llrb+up7jUcrlJIcTxRbpACJBnfwflXkYP59DxUWm20llpVpazSebJBAkbyf3yFAJ/HFTSBzJFsEZw/wA3mdhg9Pf/AOvT2loLoWaKKK3ICiiigAooooAKKKKACiiigAooooAiuUZ7ciOOKVsg7ZTheo9j06j3qWmyRpLE0cqh0cFWVhkEHqDUMUohZLebyYWZisEaN95APTA5x2HSgCxRRRQAUUUUAFFFFAHKXUqaf8VrSS7YRx6lpbWtu7HAaaOTeY/94q5IHcI3pXV1T1TSbDW9Pey1a0iu7ZyCY5VyMg5BHoQeQRyKxB8PdEAwtxrqjsF8Q34A/DzqALF94QtL/VJ76S8vEkmmtZmRDHtBt2LIBlCcEnnn6YrNk+G9i28R6rqMaykmUAxHzP8ASDcDrHxh2bGOx5zVr/hX2i/8/Wv/APhRX/8A8eo/4V9ov/P1r/8A4UV//wDHqFpsD13Hr4KtY9U+3xahepMZ7iZuYyD5yqrL9zp8ikd/esvSfAhtNUuba4luW0mFLEW4doyZzbjKl8DIwwU8Yzj650f+FfaL/wA/Wv8A/hRX/wD8eo/4V9ov/P1r/wD4UV//APHqFp+H4bBv/Xci/wCEOiS80y2VJpbaxvJb/wC1SyqGZpGdmi2qBldzA88YUdSK6yuY/wCFfaL/AM/Wv/8AhRX/AP8AHqP+FfaL/wA/Wv8A/hRX/wD8eo6WDrcj8eTJPa6RpETBr2+1ezeKIHkpBcRzyvj0VIzz6lR3FdJcSATW8Yn8pnk4XaD5gAJK+3r+FZ2j+FdH0G4ludPtXN1KuyS6uZ5Lidl67TJIzNj2zitG3dp/9IDsIZI1KRPEUZTzknPPORwRxigCeiiigAooooAKKKKACoGk2XyI84HmoQkO3qRyTn6EcVPTJkeSErFL5TnGHCg459DQA+iokuFbO4NH+8KL5gxvPt61LQAUUUUAFFFFABXE+DNYsNC00eFtau4bHUtNZ41juJBH9oh3kxzR5+8pUjOPutkHpXbVWvtMsdUhEWpWVveRqchLiJZAD64IoApXuo6DqNhPZXmpWb29xG0Uqi7C7lYYIyCCOD2rMGm+DhMJftdvvEsMuTqTffhXbGfv9h+ffNaH/CH+Gf8AoXdJ/wDAGP8A+Jo/4Q/wz/0Luk/+AMf/AMTQBjR+HvA8cM0IuoTFNCIGRtVcgRhy4QfP8oDHgDHpS32keFZrW5+zX9qtw8k1xEX1JtiTSRsjNt3YwQxyMY5PFbH/AAh/hn/oXdJ/8AY//iaP+EP8M/8AQu6T/wCAMf8A8TSaurDTadzG07SPDEGi2trf6haz3ESW3mS/2gcloOY8NuB2hskL05OQavaLLpOnz399cajpa32oyrJcG3nUL8qhFHJyeBnPqTVv/hD/AAz/ANC7pP8A4Ax//E0f8If4Z/6F3Sf/AABj/wDiapttt9yUklYsS+ItFhiaSbWLCONBlna5QBR6k5rE8KzjW/FGteJbVW/s66htrGzlZcfaFhMrNKuf4C05UHvsyOCDWqnhPw5FIrxaBpaOpyrLZRgg/XFaBuFkYJbbZgJDFMUkH7r5c8+/QY680hhbgGa4cLMpL4PmMSpwByoyQB9Mc5qemQxCCCOJWdgihQzsWY4HUk8k+9PoAKKKKAILpHdY9kcUmJAT5hxtHqODz/nNLTbyMSLFm3WfbKrDcQNn+0PcU6sZ7lx2MfxL/wAelj/2ErX/ANHLW9WB4n3LpttKsU0ohvraV1hiaRgqyqSQqgk4HPAqX/hLNO/54ap/4Kbr/wCN1UNhS3NqisX/AISzTv8Anhqn/gpuv/jdH/CWad/zw1T/AMFN1/8AG60uSbVFYv8Awlmnf88NU/8ABTdf/G6P+Es07/nhqn/gpuv/AI3RcDaribb/AJC+tf8AX+3/AKLStz/hLNO/54ap/wCCm6/+N1y0GpompapI1lqgSe7MsZ/sy4+ZdijP3OOQaLgbFFZ/9sRf8+eqf+Cu4/8AiKP7Yi/589U/8Fdx/wDEUXA0KKz/AO2Iv+fPVP8AwV3H/wARR/bEX/Pnqn/gruP/AIii4GhRWf8A2xF/z56p/wCCu4/+Io/tiL/nz1T/AMFdx/8AEUXA0KKz/wC2Iv8Anz1T/wAFdx/8RR/bEX/Pnqn/AIK7j/4ii4GhRWf/AGxF/wA+eqf+Cu4/+Io/tiL/AJ89U/8ABXcf/EUXA0KztXYJ/Z7OQqrqNsSScADzVpf7Yi/589U/8Fdx/wDEVWvJ11WSxtU0+/kDXsBkWbTplTYHBbcWQDGM9aTasM7A67pC/e1SyH1uE/xqM+JNDX72s6ePrdJ/jUI8IeGl+74e0ofSyj/+JqQeF9AX7uh6aPpaR/4Vz6FmNrfxR8G+Hryyt9U161Q3pcRyRN5qKV25DFM7c7hgnA4PpVXVL2w8YeJtAsLDV2udGubS9upW0u+ZBM8TQIoMkTBsDzmJUEc4z0q/rHw18Ia/eWNzqug2kzWJcwoqbEJbbncq4D/dHDZHWqmsW0HhjxN4f1Gz0mZdIs7O8s3j0uyaXyGlaB0PlRKW2/uWGQpwSM9aegFz/hXug/3tX/8AB5e//HqP+Fe6D/e1f/weXv8A8epf+E/0f/n01/8A8J2//wDjNH/Cf6P/AM+mv/8AhO3/AP8AGaNQ0KzfC3wo+opqDW2oNeJGYluDrF55ioTnaG83OM9qsf8ACvdB/vav/wCDy9/+PUv/AAn+j/8APpr/AP4Tt/8A/GaP+E/0f/n01/8A8J2//wDjNGoaCf8ACvdB/vav/wCDy9/+PVnWclh4P8eSaY2qy2+m3Omi4Eeo6g8oWUSlco0zEjKnkA44Bx1rS/4T/R/+fTX/APwnb/8A+M1n2MVr4s8dy6rJo9w2nW2nC2WTU9PeHfKZNx2JKobgDlsY5wCecGvUDoD4s8Or97X9LH1vI/8AGsXXPit4K8OzWialr1qVu2ZVkt289UIx9/ZkrnPBIx1roBoGjL93SbEfS2T/AArM1r4e+FPEM1nJq+iWtx9iZnhTbtTJwDuVcBunRsijQNTKtNX07XPEl/faNfW9/ava24Wa2lEikgy5GR3HpWnWZcwW+g+I7mK00ueCya1gWFbHT5GjGDJkARqQOo496f8A2xF/z56p/wCCu4/+IraNrEPc0KKz/wC2Iv8Anz1T/wAFdx/8RR/bEX/Pnqn/AIK7j/4iquI0KKz/AO2Iv+fPVP8AwV3H/wARR/bEX/Pnqn/gruP/AIii4GhVrwd/yKNj/ut/6Gaxf7Yi/wCfPVP/AAV3H/xFReHPh9oU3h61l1DTbhbiQMzrLcToQSxPK7hj6YrOdrFRO6qhq+u6V4ftY7nXNQt9PgllEKy3MgRC5BIG48DgHr6Vj/8ACufCvfSgf964lP8A7NWT4k+DPhDxJp0dnJaS2SLMsrPayEO4APy5bdgHPPGeKz0KNLXry61TxBoekaTq8ljaX8FzdS3dkI3kdYvKCqrMGUAmXJOCflwMZqX/AIRC+/6HTxF/31a//GK5keHfCvwu8TaDcWNvDo2kG3vIbi7lkYp5z+QU8yRicZEb4yQOMDrXS/8ACy/A/wD0OGh/+DCL/wCKo9AF/wCEQvv+h08Rf99Wv/xis2X4YRT+I4Nel8VeIG1O3ga3iuPMt8rGTkrjycdfatH/AIWX4H/6HDQ//BhF/wDFUf8ACy/A/wD0OGh/+DCL/wCKo1AX/hEL7/odPEX/AH1a/wDxij/hEL7/AKHTxF/31a//ABik/wCFl+B/+hw0P/wYRf8AxVH/AAsvwP8A9Dhof/gwi/8AiqNQI9IOo6T42fRLnV7vVbWbT/taPerH5kTrIEIDRooKkMDggkEdea6uvOvI8NfEH4iC6gNvren2WlmJ7iCQvEkrSghd6nBbaGOM8cZ6it7/AIVv4Q76Dan67j/WgDU1PxLomi31rZ6xqlrYz3gY263Moj83aQCATxn5hx15pvhAg+GYSDkGafBH/XZ65LXPgf4H1/ULK4utMaCO0Dg29s/lpPux98j5uMcYI6mtLwhdaV4U8NQ6NFpt/ZrbSzDyodLuGUAyMQdyoQ3GOcmtIWJkdtRWL/wlmnf88NU/8FN1/wDG6P8AhLNO/wCeGqf+Cm6/+N1pck2qKxf+Es07/nhqn/gpuv8A43R/wlmnf88NU/8ABTdf/G6LgbVFYv8Awlmnf88NU/8ABTdf/G6P+Es07/nhqn/gpuv/AI3RcDarD/5nub/sGx/+jXp3/CWad/zw1T/wU3X/AMbqrYXi6l4uuLu3gu0gWxji33FrJDlvMc4G9RngjpUS2Gtzlvi54Zg1e3029g8Dx+K7+KYxiI3H2fZGVbJZ+4zjAJ61k/Cixl0nxdeWlx8OrTwg8liZRKl59oknAkUbQc8KM5OO+3PbO98YLXw3c+FbY+LptSW2juQ0MGl58+4k2sAqgdeMnsOOtc98F7bwIurX8/he11201X7Pski1wES+TuBJQZKldwXPfpWdPr/XQuey/rqewVFNH5kkH+jxzbZQ2XI/d8H5hwee3bqalqKZA0kGYHl2yggqwGzg/MeRke3PXpSjuD2LdFFFdBmFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAQR2vkiFYppRHECNjNv3+mWbLcfWhYJQsQN3IxSQsxKr+8BzhTxwBkdMH5Rz1zPRQBB5Eu0j7XJnzd+dq/dznZ06ds9feh4JWWYLdyKZGDIQq/uwAMgZHIOCecn5j7YnooAgkglcT7LqSPzE2ptVT5RwfmGRyeR1yOOnWnGKQyswncKY9oTC4B/vdM5/T2qWigCFIZFaEtcyOI4yrgqv7w8fMcDg8HpgfMeOmESCVVhDXcjmPO8lV/e8d8DjHXjHSp6KAIBBKFQG7kJWUuTtX5lJJCdOgyBnrwOeuQwSlXAu5AWlDg7V+VQQSnTocEZ68nnpieigCB4JWWYLdyIZMbCFX91x2yOc9ec9aV4ZWaYrcyIJIwqAKv7s8/MMjk8jrkfKOOuZqKAIhFIJQxncqI9pTC4J/vdM5/T2pscEqeRvupJPLTa+5VHmnA+Y4HB4PTA56dKnooAgS0RfKMrNNJCSUkkI3DOfTA6HFT0UUAFFFFABRRRQAUUUUAFFFFADXjSQqXRWKNuUkZ2npke/JqL7HDt24fHm+d/rG+9nPr0z26e1T0UAQPZwuJgwfEzh3xIw5AAGOePujgY/U0SWcMonDh/wDSE8uTEjDjBHGD8p5PIwanooAiNtG0rSHduaPyz85xt+mevPXrSJaxRtCyh8wxmNMyMflOOvPJ+Ucnnr6mpqKAIEs4YxCED4gzszIx6jHOTz175oFnCFRQHwkplH7xvvEknvyPmPHT24FT0UAQGzhKspD4eUSn9433gQR34HA46e3JoezhkWYMHxPjfiRh0GOMHjp2xU9FAEL2sUjTMwfM0YjfEjD5RnpzwfmPIwenoKUW0YlEg3blj8sfOcbfpnr79alooAgjs4YvI2B/9HTy48yMeMAc5PzHgcnJoSzhRYQofELF0zIx5IIOeefvHg5/QVPRQBB9ig2gFCwEvnDcxOHznPJ9+nSp8Y6UUUAFFFFABRRRQBXvFDLFuilkxKpHltjafU8jI9ufpTqLxd1q+TL8uHxCcMdpzgeucYx3zikVtyhsEZGcEcisqm5cRaKKKzKCiiigAooooAKKKKACiiigAooooAKKKKACiiigAoorI8Wa5J4a8J6jrUVqt2bGBpzC0vl7woyRuwf5UnoCTbsjXoJA6nFcQvjbXZNe/siLw1B9quNP+32ZfUsI0YYKwkIjJRgSOFD5z1HNZGo63D4pPw41+K0+zyXWqMfLcgtGfIlDJuxyNy9e+OlXyu/zt+Nibqzflf8AC56dRXnT/E/UbfTZtXuvDiJpNnqj6dezpf7ni2y+X5ip5Y3LnGckEZ6HrW/4/wBduNC8LhrBtl5fXUFhbyYz5byuE3fgCT9RSs2lbr+tv80Pq79P0/4Y6aiuF8eaLqUmk2FrpeiR6zpFrukvLAX7288xA+UqwHzEZZiCwycVQ8SSaTffs939z4dWe1sBpkktugkdHjIzlWOckhsggk8jvS6NjSvJLuek0VhX/h6w8R6HZW2sh5rJY1eS3EjIkp2jG/BBIHJx0zz2FZfwy06bTPDt5Css0mmHUJm0oTOXZLXICAE8lchiuf4SKq2rXYlSvFPudjRXnPxE8HWlxatqtg9z/wAJTNdxLpt0tw4aN9w+RVB2hAgYsMdAxPNJ8SbS9N3DqGr6ANc8NWNuXnjtb54biF8/PL5YwHAUDA3Z+9U9EV1PR6K801rXZdS8Uad4e0Gxur3RbTSl1K4gs5Fja5RjthiLOy/JgEkZ+bgHjNdp4W1nTdf8M2epaHH5NlMp2RGMRmMgkMpUcAggg/SnbS/9dv0Jv/X4mvRXE6NH5Xxm8SqrysraZZSbXkZgCXmzgE8DgcDis/X/AAba2XizQNQ0KS5XxBNqQkurozuTNbDJmDjONmCqgYwCVAoSu15jel/L/K56NRXjfia+Nl401TSdUEaTanfW503xCTldOyF/cM3WNvlJVeA2/nGTXb6nqLaF8RtEtoyfsuvJPDLH2E0ah0cDsSoZT6/L6UJXSff/ACB6NrsdbRRRSGFFFFABRRRQAUVh+NdYvPD/AIJ1bV9NEDXNjbPOizoWRtozggEH9a5xPEXi+XxQmiLJoqNe6V/aFvObeVhb4YKyMvmDzM7hggpjng9z+vzf6MHp/Xov1R202pWNtfW9lcXkEV1c58iB5AHlwMnavU4APSrNeWwa9N4ov/hnrF1FHDcXU12ZEjyVDiB1OM84yM0S+PfFdr4fvPEM0Wky6dpmsSWN1bxwyLLLEs3leYjFyFYZB2kHPPI6VXK78v8AW6X6ivpf+uv+R6lUEl/Zw2puZbqBIA20ytIAuc4xnp14rmPiXqtxpvhSOGzkaKbU76308SqcGNZZArEHsdu7B9ap/FeytV+G7otvFttrmzEI2D93/pEY+X044pJXt62/L/MHp+f9fcdhqGp2Gk2v2nVb62soMhfNuZljXJ7ZYgU6TULKGxF7NdwR2hUMLhpQI8Hod2cYOao65pui3EP2/X7S3uYrWJgBcxiRVDYzhSDycAevbvXncvh7UfDfw50CGwZI9VtdXN3p2lTnKyF2kZbUnttjc/N0UrnoKS8/Ifp/Wh6ra3dtfW63FlcRXELZ2yQuHU49COKlri/hrfw6pp+r37LLb6jcai76hYSptNlMFVfLx3+VVO7+LJPHQZWu+NPFFjL4xewGkmHw2IplE0EhaeNovMKHDgBuo3cjj7tNq33X/L/P5iWux6PLLHBE0s8ixxqMs7nAA9zTutcdpPiLWJ/GyaLrKWElrf6WdQtxbxuGhAdVMblmIfhgdwC9+KX4d6hLNa63pUpLLourz2UDE5/cjDov/AQ4X6AUcr/rydn+Irrf+tVf8jsKKKKRQUUUUAFFFFABRRRQBgeL/D1/r+nRf2JrU2ianbOXt7yKNZAMjBVkbhlI/kDWb4M8KeI9IvJNQ8Y+K5NfvDEYYVW2SCKFCQW4UfMSVXk9MV2NFCdgeoVFNjzLfImP70Y8okAcH72P4fr7VLUYO++RQ8yGNd5AT5HByMFsdR1wDnp2qo7iexaooorczCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAqoVNrIRiRoWDyvNJICIzkccnOOT7DFW6R0WSNkkUMjDDKwyCPSk1dDTsRAgjI5BopkttIPOe2l2yNEFjSQZjRhnBwMHuM89AOlKy3AkcIkTII8qS5BL88EY4HTnJ+lZcjKuh1FMQXJeMSRxKpjJkKyElX4wAMcj73PHQcc8JGLsrB5sUKlgfO2yk7Djjb8o3c+uKXKx3RJRUai72x7ooQxkIcCUkKnOCPl5P3eOMZPJxyEXe1sRQ580ADzTzHkZb7v3sZ46cDnuDlYXRJRUbi7CzeXFCxUjyt0pG8YGd3y/LznpnoPXhZBdAzeVFEwWMGHdIRvfnIb5TtHTkZ6njjk5WF0Popu2483GyPZszu3nO/0xjp75/CkjF0TD5sUS7kJm2yk7H44X5RuHXk46Djng5WF0PoqNBdlYfMihUsT5u2UnYMHG35fm5x1x1PpyAXe0Zihz5pBHmniPJw33fvYxx09+9HKwuiSio2F3tk2xQlhIAgMpG5OMk/Lwfvcc5wORngkF2Fn8qKFioHk7pSN5xzu+U7efTNHKwuiSimOLkSSCOOIoIwYyZCCz88EY4HTnnqeOOVVbgyIHjjCGPLkSEkPxwBjkdecjoOPQ5WF0OrI8V6JJ4l8J6losV0tob63aAztF5mwMME7dy5/OtOMXZWDzYoVLLmbbKTsbHRflG4ZzycfShRdlYt8UIJkIkAlJ2pzgj5eT93jjGTyccpwbBSs7o5uLwnex+KrLWv7UtybXSm07yvsbfNllbfnzOOVHGPxrMsPh5d6fo/hiyOtwOPD12915hsSPPBDjbjzflwJDzz0HFdvi72/wCqhz5uMeaf9Xn733fvY7dPfvQ4uws2yKEkOBFmUjcuBkn5eDndxznA5GeKtL+vW/5sXu2t/W1vyPLPCOiS+KtA1zTZr62/smTxFczTRpGTK6Lcbwu7dgKxUHOOmQPUdn480CfxD4XMNiAb20uIb21UnAaSJw4XPbOCM+9dBILsCfyooWKpmHdKRvbB4b5TtGccjPU8ccuZbjzWCpGU2ZVi5BL+hGOB05z+FHLKyt0t+Fv8gurtvrf8f+HMWY63qNxbXmiajaW1jJCVmt7uxZ5FfPUEOuCOhUjtVbVvByXnw9uvCunXQtI7i3eA3EkXmkb8lm2hlySST1Aya6JBclovMjiVTGTKVkJKvxgD5eR97njoOOeEQXZWHzIoVLZ87bKTs442/KN3Prik4u1rDUrO5z+v+H9b1TQLXTdN1y1sCgAuZH08zLcKB93b5q7VPcZOenTOa7W3i7RtBmb+1rTWNSaZBCg0wxRCMcbAqyHaT/fLYHpxXUAXe1N0UIYykOBKeEycMPl5ONvHAGTycchF3tbEUJPmgKDKeY8jLH5eGxnjocDkZyHaVxaWS7HI6j4Y8XXXiCfUrHxbY2iMvl28T6N5xt07gMZgCSeScc4HYAVpXmka9dzz2p1m2/sq4t1hZWsybhTtw5DhwuW68qcHsa3HF2BN5cULFSPJ3Skb+Bnd8vy856ZpXF0Gm8uOJgIwYi0hG9+chvl+Ufd5Gep445XK7WsO+tznJfCTWfiC11fw7PDZzRWA06SGaIyRvCpzH0YEMpz9QSPemaVpN94V/sTRtG8ufTwZWvnlgbeWbLmQOG2rlz93BJ3cYAJrpwtx5oBSPZ5eS2853+mMdPfP4U2MXR8jzYoV3JmbbKTsbjhflG4deTjoOOeHaQtDEs/Dlxa+OtR8QtfxPHfWsNt9mFuQUEZcg795znef4R0rKh8K+L49anvX8YWey4lBlVNFxIIgeIlczHaAMjO08knBNdgguyId8UIJY+biUnYuDgr8vzHOODjqeTjkxd7RmKHPmkEeaf8AV5+99372McdPfvQoyQNp3OQ1HwHJe2+u6d9shOl65cfaLhJYC0sTEKG2Nux/ACCR8p9eBVm/0ltZ8f6LdKCLPQY5nLno88ihFUeu1dxP1UetdMwu9sm2KEsJAIwZSNycZJ+Xg/e45zgcjPBILsCfyooWKqPJ3Skbzjo3ynaM9xmhRkreX/DA2n/X3/eSUU11uBJIEjiKCPKEyEFn54IxwOnPPU8cciLcGSMPHEEMeXIkJKvxwBjkdeeOg454XKx3Q6io4xdkQebFCpZT522UnYcdF+UbhnucUKLvbHuihDGQiQCUnanOCPl5P3eOMZPJxycrC6JKKjxd7TiKHPmgAeaf9Xn733fvYzx09+9Di7Am2RQkhh5WZSN4wMlvl+U5zwM9B0zwcrC6KPiHRIfEnh690e7nnggvYmhle3Khwp4OCwI/SqMfhCCPXrXV11K/+022nnT0B8raYyQckeX97Kg+ntW5ILoef5UULbUzDulI3tzw3ynaOnIz1PHHLitx5pASPZsyG3nO/wBMY6e+fwo5X/X9eYXT/r+uxyen/Duw0uHQUg1PUmTQJJZLUOYjv8wEMHxHyMMcYxWH4P8ACsup6dq0GtvqENlJr1xefYJ7fylmXzt8ZyyhihwrEA9vTIr0dBdFofMjiUGMmUrITsfjAX5fmH3uTjoOOeEQXZWHzIoVLE+dtlJ2cHG35fm5x1xTSle/9bp/oJ2at/XX/Mx/GHh8+JfDctjE6x3KSR3FrI3RJo3DoT7ZGD7E0mt6HH4y8MrYai95pyyPHJKkJQOrI4YDLKwI3KOR1HetkC72rmKHPmkMPNPEeThh8vLYxx0GTycZIRd7X2xQlhKAgMp5TIyx+Xg43cc5wORnhcsl+YXRh+IvCbeIjZFvEGrad9jbeosWhXzH7M2+NskdsYA9KhHgmL+z7WKbWdUur2zu/tkGoXUiPMj7SuMBAm3aSu3b0J7810UguwJvLihYrjyd0pG/jnd8p28+maVxch5fLjiZRGDEWkILPzkH5eB93nnqeOOTlkgujm7zw7fWWnXsmgX86avf3KTzXZSL5yFCgMGXAjCqBhRu9Dk5pl74Bsr4eIxNqWoKPESLHdhDENgVNg2Zj4+XjnNdQq3HmqGSMJ5eWYOSQ/oBjkdec/hTYxdkQebFCpZMzbZSdjYHC/KNwznk46Djng5Xb+v66Duk7mCvhe3sddtde+2ahcXFjp5sUhxGVkjJB5AQHdlRyCBUnhHQX0PTrt7rb9t1K8lvrrachXkPCg9wqhVz3xmtpRdlYd8UIJciXEpO1cHBHy8nO3jjGTyccmLvb/qoc+bjHmn/AFefvfd+9jt09+9O0v69b/mLT+vS35ElFRsLsLLsihJEgEYMpG5OMk/Lwfvcc5wORngkF2Fn8qKFiq5h3Skb2x0b5TtGccjP0pcrHdElFNZbgSOEjjKCPKEyEEvzwRjgdOcnqeKRBcmSMSRxBDGTIRISVfjAAxyOvPHQcc8HKwuh9FRxi7KwebFCpYHztspOw442/KN3PrihRd7Y90UIYyEOBKTtTnBHy8n7vHGMnk45OVhdElFRkXe04ihz5oAHmnmPIy33fvYzx09+9Di7CzeXFCxUjyt0pG8YGd3y/LznpnoPXg5WF0SUUyQXQM3lRwtiMGHdIRvfnhvlO0dORnqeOOVMM7swMipG0eMoMsr+oJ4x+FHKxXQkshjjYxxtM6gHy0I3H8yBUsMXkqwMjybmLZcjjJzgew7UkVvHEwfaGl2BGlZRvYD1I9yT+NS1rGNiW7hRRRVCCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAPQ45Nee+ENf1rxVpX2uLVfJ1S21HydT0uWCMC0QSHKAYD52AEMSQeePTsden1K30d5NEtvtV4JI9sW9V3LvG/luB8u6vPvFPhXXNa8RalrXhaym0i6m0OezmeaREN5M2PKGFY8qA3zn1GCR0V7O/8AWmv47DtdW/rt/wAH5HdR+LNElvRapqCb2SR1cqwjcR/6wrIRsbbnnB4qC38ceHrq7t7aHUCZrpPMtlaCRftC/wB6MlRvHuuRyPUVx39lW3/CFTprGgahb3E+nHSraG+u4hM7OuBBCItyIpxy2ATgFgQMiDQZLpri4+06drA8Y2OiSQWFtfxQxQlBgHymRjGcvs3EtnGOAKb0b62/Hf8A4H3iWqXn/wAD/g/cdrB4+8L3MsEcWrw7rhJHjDKy5Eed/UcYweD1xxmrtv4n0a60OHWIL5HsZ22RS7WBkbcV2hSNxbII24z7VwNp4C1LR5tONtZ/aIvD+hSG1zIn+majJ94nntsXBOB8wx0qBPDPiDSYfBQXTNRmtNOsZorqDT54PPiuZAv70mQheRvBKtldxwfV9bf11/y/FC8/66f5/gzvR400DZA7agI1nnktk8yF0xLGCXRsqNpAUk7scDNVb/4gaHa+HBrFrJNfwvc/Y4kt7eRmefds8vG3Kndxz+Gax28IzyeJNEkXSRbaVo9rcXSQLcCTzryRsAMSdzMBuYseCW6nmszR/Dmvx6b4Ktr7SZP3N7NqeqZmT5bhgzKW56b5WPG77i/glr/Xn/wH+A3/AF93/Dfidzqfi3RNHWQ6leiAQxrJMfKdvJVvu78A7CegDYJPAqN/FtiPFbaCkV09xHaG7mkFtJsjTOF524JbDYx/dI68VwB0XxVd6HFpl14flL3XiL7Vq07zxEXMQlMiFPmzs2pEpyAQBgKa17rT/EiDx9qFrpUh1C+QW+mnzU+eNIgqbeePmaRjnHbr2V3y3Xn+S/V/gx21t/W/+S/FHTad4os5dEttRvL+2miv5X+xG1ikzOmTtCocuzbRk4HYnpUzeLtDWzs7pr9RBezm3gkKNgygkFDx8pG1shsYwc9DXKWOhaloPiTT76PRpry2stASwsLeKWP9xKG+cMSwALKEywyPlIyeM1tL8AanFe+HrfVgtxbWct3q1/JG48uW9lb5Ywp5KgO/OMHAz1xVO1/L/J/qlf7l1Jvpf+tv83b7+x3uj67pviC1luNHuluooZmgdlUja69RyB6j865fX/FGoaH8SNItjLv0S72212GRf3E8u7yCGAzyY2ByT95avfDzTtQ03wlnWbNrXUbu5nu7mNnVmLyOW7EjgEAc9AOnSqupeHLvxP4T8RW19aSafe307SWpldGMbRhRA4KMwHKK2M55NJ6NPtv+q/yK3uu+n+T/AMzTh1RrbVNXvdS1TZplvMlvDE6IAJNqlsEDcxJYKBknII5qHUvH2jWGnpcxfarp5L0WCQRWsu/zyR8jLtypwc8jkdM1y2qaH4liTwheS2d5d/Z2nuNUh02SESx3Uy5DqJSFIUtIuc5AOQa0n8PXieI/Cy2miNDp1pLc31zm5EhW4YBUaVidzNteQkjdyAM45ppa2f8AXf8AW3yJvpf+vL9L/M6aDxZodzZXl3HqEYgspxb3DOrJ5ch24UggHJ3L+dSz+I9JtnvEuL1ImspEjnVwQQ7gFFHHzFsjAXOTx1rhPFHgnV9Uk8YyW8KvHdtb3Gnw7wDNcJGg3HsANuBnuSewrV1fQtQHi7w/rM1pJqEFs1xNdQ25UlbhkVYmAYjKqu5QexOe5IXb+v66/gP+v6/rub8ni7RItNuL+W8ZLe2mFvOWgkDQyHGFZNu5Sdy4yOcj1rD8U+LUu9D8nwjq2NQk1aHTBLCivskLBpBhlIOI9zcenWseTwRrWo86lEE/tvXU1HVFjlXFtbwoPKizn5mJjjBK55J7AGrnxA8I6t4kvbeDSA9la2Gn3M0E0Mipvu2QRxJjOcBd2TjGDjPaltZv+tE3+qHu7L+t0v0fodtpeq2er2puNPkeWEMU3tEyBiDg43AZ5HUVcrP0Ka7uNEtZNQsP7OnMa7rXcrGPgcfLwPoCa0KpqzsSndXCiiikMKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAqalpdlq9qLfUYBNGrrInJVkcdGVhgqw9QQabZaRZ2EzTQJI0zLsM08zzSbeu3c5JxnnGcUUUAXaKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA//9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('tmp/pointnet_architecture.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97086849",
   "metadata": {},
   "source": [
    "Подготовим конфигурацию и обучим модель:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "806f2843",
   "metadata": {},
   "outputs": [],
   "source": [
    "config = {\n",
    "    'seed': SEED,\n",
    "    'model': {\n",
    "        'classes': 10,\n",
    "        'plot_epoch_loss': True,\n",
    "        'dropout': 0.5,\n",
    "        'learning_rate': 0.0005, \n",
    "        'l2_regularization': 0.01,\n",
    "        'adam_betas': (0.99, 0.999),\n",
    "        'seed': SEED,\n",
    "    },\n",
    "    'trainer': {\n",
    "        'max_epochs': 40,\n",
    "        'gpus': 1 if torch.cuda.is_available() else 0,\n",
    "        'resume_from_checkpoint': None,\n",
    "    },\n",
    "    'datamodule': {\n",
    "        'seed': SEED,\n",
    "        'root_dir': dataset_root,\n",
    "        'train_transforms': train_transforms,\n",
    "        'train_loader_params': {\n",
    "            'batch_size': 64,\n",
    "            'shuffle': True,\n",
    "            'num_workers': 0,\n",
    "            'pin_memory': False,\n",
    "            'drop_last': True,\n",
    "        },\n",
    "        'val_loader_params': {\n",
    "            'batch_size': 128,\n",
    "            'shuffle': False,\n",
    "            'num_workers': 0,\n",
    "            'pin_memory': False,\n",
    "            'drop_last': False\n",
    "        },\n",
    "    },\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d7c41eb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Если False, то будут загружены предобученные веса из файла pointnet_best.pth\n",
    "TRAIN_MODEL = False\n",
    "\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "\n",
    "if TRAIN_MODEL:\n",
    "\n",
    "    model = PointNet(**config['model'])\n",
    "    datamodule = PointCloudDatamodule(**config['datamodule'])\n",
    "    checkpoint = ModelCheckpoint(dirpath='checkpoint_model/', monitor='val_accuracy', mode='max')\n",
    "\n",
    "    callbacks = [\n",
    "                EarlyStopping('val_accuracy', min_delta=0.001, patience=3, mode='max'),\n",
    "                TQDMProgressBar(refresh_rate=1),\n",
    "                checkpoint\n",
    "    ]\n",
    "\n",
    "    trainer = pl.Trainer(**config['trainer'], callbacks=callbacks)\n",
    "    \n",
    "    trainer.fit(model, datamodule)\n",
    "    \n",
    "    model = PointNet.load_from_checkpoint(checkpoint.best_model_path)\n",
    "    model = model.to(device)\n",
    "\n",
    "    torch.save(model.state_dict(), 'pointnet_best.pth')\n",
    "    \n",
    "else:\n",
    "    \n",
    "    model = PointNet(**config['model'])\n",
    "    model.load_state_dict(torch.load('pointnet_best.pth'))\n",
    "    model = model.to(device)\n",
    "    \n",
    "_ = model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8eb9fb99",
   "metadata": {},
   "outputs": [],
   "source": [
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "\n",
    "model = PointNet(**config['model'])\n",
    "model.load_state_dict(torch.load('pointnet_best.pth'))\n",
    "model = model.to(device)\n",
    "_ = model.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82d30424",
   "metadata": {},
   "source": [
    "По графикам обучения модели можно сказать, что она обучалась стабильно и без переобучения. \n",
    "\n",
    "Посмотрим матрицу ошибок на тестовом датасете"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8afe65ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_confusion_matrix(cf_matrix, target_names):\n",
    "    \"\"\" Печать матрицы ошибок с heatmap\n",
    "    \n",
    "    Параметры\n",
    "    ---------\n",
    "    cf_matrix : np.ndarray\n",
    "      Матрица ошибок\n",
    "    target_names : list\n",
    "      Список имен для признаков\n",
    "    \"\"\"\n",
    "    \n",
    "    plt.figure(figsize=(14,7))\n",
    "    ax = sns.heatmap(cf_matrix, annot=True, cmap='Blues')\n",
    "\n",
    "    ax.set_title('Seaborn Confusion Matrix with labels\\n\\n');\n",
    "    ax.set_xlabel('\\nPredicted Values')\n",
    "    ax.set_ylabel('Actual Values ');\n",
    "\n",
    "    ax.xaxis.set_ticklabels(target_names)\n",
    "    ax.yaxis.set_ticklabels(target_names)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2ff5d207",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "281d2c824a414cdd924bfc3b619395b7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/908 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = []\n",
    "y_val = []\n",
    "\n",
    "datamodule = PointCloudDatamodule(**config['datamodule'])\n",
    "datamodule.val_loader_params['batch_size'] = 1\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "\n",
    "for batch in tqdm(datamodule.val_dataloader()):\n",
    "    \n",
    "    pointcloud = batch['pointcloud'].to(device)\n",
    "    logits, matrix3x3, matrix64x64, embeddings, crit_points_idx = model(pointcloud)\n",
    "    \n",
    "    predict_class_id = torch.argmax(logits).cpu().item()\n",
    "    y_pred.append(predict_class_id)\n",
    "    y_val.append(batch['target'].item())\n",
    "    \n",
    "y_pred = np.hstack(y_pred)\n",
    "y_val = np.hstack(y_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8a61d110",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cf_matrix = confusion_matrix(y_val, y_pred)\n",
    "print_confusion_matrix(cf_matrix, target_names=datamodule.val_dataset._classes.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "347512d7",
   "metadata": {},
   "source": [
    "Получили достаточно хорошую диагональную матрицу ошибок. В целом классы определяем корректно, но иногда можем перепутать desk и table, dresser и night stand.\n",
    "\n",
    "## 3 Решение дополнительных задач\n",
    "### 3.1 Визуализация критических точек\n",
    "\n",
    "Критическая точка - это точка, которая вносит вклад в вектор global feature после операции Max Pooling. До блока Max Pooling координаты точек подвергаются преобразованиям со стороны различных обучающихся блоков. Max Pooling формирует признаки global feature в разрезе точек. В каждую позицию вектора может попасть только одна точка из всего набора. Но при этом на разные позиции глобального ветктора признаков может повлиять одна и та же точка. Если данные точки попали в global feature, то это значит она является значимой для классификации и является критической.\n",
    "\n",
    "Ниже приведена иллюстрация наборов критических точек:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a1b66350",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('tmp/critical_points.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e6e3525",
   "metadata": {},
   "source": [
    "Для классификации объекта достаточно передать в сеть его критические точки. Ка видно из изображений, критические точки находятся в тех местах, которые определяют структуру объекта. Например, на изгибах, углах и др.\n",
    "\n",
    "В данном разделе требуется визуализировать критические точки на тестовом датасете и на практике подтвердить данное утверждение."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "82efe7b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_point_cloud(path):\n",
    "    \"\"\" Получение облака точек для объект\n",
    "    К облаку применяются преобразования, которые использовались при валидации модели\n",
    "    \n",
    "    Параметры\n",
    "    ---------\n",
    "    path : str\n",
    "      Путь к файлу в формате .off\n",
    "      \n",
    "    Результат\n",
    "    ---------\n",
    "    point_cloud : torch.tensor\n",
    "      Тензор размером (1024, 3)\n",
    "    \"\"\"\n",
    "    \n",
    "    with open(path, 'r') as f:\n",
    "        verts, faces = read_off(f)\n",
    "        \n",
    "    point_cloud = default_transforms()([verts, faces])\n",
    "    \n",
    "    return point_cloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "44836cf3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_critical_points(point_cloud, critical_points):\n",
    "    \"\"\" Иллюстрация критических точек в 3D и 2D форматах\n",
    "    \n",
    "    Параметры\n",
    "    ---------\n",
    "    point_cloud : np.ndarray\n",
    "      Облако точек размером (N x 3)\n",
    "    critical_points : np.ndarray\n",
    "      Массив критических точек размером (С x 3)\n",
    "    \"\"\"\n",
    "    fig = plt.figure(figsize=(14,6))\n",
    "    ax = fig.add_subplot(121, projection='3d')\n",
    "    ax.scatter(point_cloud[:,\n",
    "                           0], point_cloud[:, 1], point_cloud[:, 2], c='b')\n",
    "    ax.scatter(critical_points[:, 0], critical_points[:, 1], critical_points[:, 2], c='r', marker=\"*\", s=200)\n",
    "    \n",
    "    ax = fig.add_subplot(122)\n",
    "    ax.scatter(point_cloud[:, 1], point_cloud[:, 2])\n",
    "    ax.scatter(crit_points[:, 1], crit_points[:, 2], marker='*', c='r')\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b57668a",
   "metadata": {},
   "source": [
    "Для визуализации возьмем 2 объекта: унитаз и рабочий стол. Получим и визуализируем критические точки в 2D и 3D форматах:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6a6b5a3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/toilet/test/toilet_0348.off\n",
      "Кол-во критических точек: 39\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/desk/test/desk_0204.off\n",
      "Кол-во критических точек: 52\n"
     ]
    },
    {
     "data": {
      "image/png": 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nV77uOP9alrbvZMJgLwFDJ6JqdJZV881zruHNBe05N648ySUvhmEQjUZJJBLkWZlycXFxOWkUomd2SiF933PJZopFJhMsGyedY3LVA6TiJJAthtNssbvdgHUfnrrpIg6suYSnbrrIccKQ7z5nlNooApG5VX6SL93zNTbf9vaM7XELqbMZDU7qR9LJdO9PxrOdTjGejVzP++VLGyj1Fj5XbrfizUehz7C9ajOaa3rrum3DpHKHqibzjQs+gCZNq05Cmqy54P0kps8oeN+5cFcaXLIipSSRSKDrOtFoFEWxckyPx5P8T1VVxGnQAcLFxeWVR/oscybX5kJnKgud7XTakjGdoENH4FiOmUunqwiQfybeyQx1MWbInYx5vMkmx8rU/hNOXLtKv8ZQPDGshaotBUklV3vc8Q68bWKJ3E7jNrmSmNE+26OlGM9Gvud9NG1znbZdLsTheazJY6bvDrtO4q5zruITT/+BS3c9ycW3XDfqY2TCTRpcMmKaJrquY5omQghUVUVRFKSUGIZBInGig4TH40HTNDweD4qiuEmEi4vLSSM1sJmWo9f8uWsecyRfGY+Z8EzcetmCYfKCbISzuPuCcwmJk+AvNdhqC0VGBMPFmiEfi+ylGNgrDNkCwUzPiq3hP3fNYyOCtUx7sbvj3HX/bQxpJXgNnTvPuwZj+owxBeFOZXOFyGROVhLjhGI9G7me92yBfUMBAX82nErDMtVyjEZel86Pz7qCW1//X3SVVrF2wYU0DXXz3lGdSXZceZLLMOzVhVgshmmaydUFGyEEiqKgqmoykTAMg0gkwsDAAP39/QwODhKLxTAMw5Uzubi4nDRy9b13IjeCwr0CRovtNpuvW02+fRRTQmLLfA6uuYQ7r1wyLtKUUyF7SSVfQC3I/qwUkjimd8e5bPdTY0qMCpHNOR1nQ9B/2iQMcHKejQvnTRzxeStW0prPcdqvqXznyiXDJEmZ7uuN92zi5rXNOY+VqUvTlvo5ybqortIqNtbOytsit1Dc7kkuSaSU6LqOYRgIIZIrBqZpEo/HRyQQ2fZh/xeNRhkaGqKuri4pZ3JXIlxeBrgP8Dgwmu5JYP3R/f5fN3D3967j7WldanKRrQvMeHbjycWSLz2SUXIQ9GvDHGGzUazZypc7uToiZZIawYlnJVtHoaBfI5Ywhz0zy47uoa+2nv1KGQvUCJ+eH+CCa0ZfklpINyMnHZQEcOcoCnCLSepn9+PXfY+PvXX5uI4nV3ejfCsNB0fR7crJZzLbvcp3f9ZubHNU1D2aTl1u9ySXvNiJgZRyWMJQKKnvTSQS9Pb2MmHCBHRdT/4+tSbCTSJcXFxGix0EvH7zv5mdoUtNLrLNxo6lG89YyCRX0hTBrZctGLFtejBy4byJ/GlDWzIYsmehU88n3z5OxjmeDolNNnmKmqEexsZ+VrLJZ+x7lNpS9MW62TQE/dw5xnO0r1m2gNZp56N0JPm7GY0Gp/c4/bM778Un+ZzhhXEaF+ReZcqVMBRSVJ6KE1lgtu8hCTlrsdK/p7KlDn6tuIIiN2l4hWPLkRKJRFJ6VGxS92mvZqQnEZqmJeVObhLh4uLihMD7382G7U+jGVaN1e0P3MGah+7iH7PO4vrLPgNknz3OJTc62QWg9jEhf7KSPlvaForwu2cPjzjHXMXbmfaRL8kYKyfrmPmC1myB/zfevihrcG4/K+n3KBjQkBJuvGfTqJO3XNy8tjnjvc00tlTS61MykU1CMxYKuceZPrv6Q3fx5P3nwKbHij42cC7bSvXXGCopzZi4Q3GS4FzF08Woo4o4LIh3ips0vIKRUhKPx5PFzrmC9dEE8pneYxdVp44hPYmwi6rdJMLFxSUXXz/ran7SujdjlxrbzCk9kANnGuaTMSue6Rj5jLMyzZZmCyqzBR3F6Idf6PUppj9DtmM7CVrzJWfpCYVd43DumseS22U7VqHJW75zzJcwOOl8lE1uNx6F54Xc42yf3a+d9S5sMV4hqxZOtnPa3SjVX+PBhRdk3MbJs+ZkXKsvnsuN92wqeGLDqZFcsctK3aThFYphGOi6PmY5Uj7yFUJnSiLi8TixWAywVik0TUuuRIznWF1cXF5a6NNnZuxS01Y9OfnXcsXUalZMrS4owB2vWfFUDfcHPvxd2kwv9jxgWyjCDfds4oYUk7VzZ1bzuw+9atg+Cunwki3oGGuHqNFcn2J1pUo3tWoLRVh972bAedCaz3wsUwep9HMsRvKWi9se3pUzYUjvwJONkym3K+QeZ/vs2r4CTp+xQp7FfLKt7677Fq/f+9yIlcsn/z5y9SPfs5ZpXDfcs4kv3b+NWy5dMCyJfeFQz4gEMV9i57RDVq7mEKPB7Z70CkNKSSwWIx6PAziayY/FYnR1dSVXA5wihCi4e5KdRNg1D0II4vE4g4OD9Pf3MzAwQDgcTraDdbszubi8cll98Vwu2/3ksC41l+x8coS5G1CQ+VeugGC02EHEvBctDffSrc+QTzjw1L4ervnJM8NecxoE5Ao6xtohajTXp1hdqdJNrQB0U3Lrum1FSUzsDlINQX/WVYNC9zmazlu59l+oKdhozO9GQ2UW7X+m1zN9dlM7TDl9xgp5FvN1N7rj/Gtpq6hFV6yJTHv146tnvYtz1zw2rFNVvmctW1DfG9ZHdL366uWLCu5W5vT5u/qsJkfbOcVdaXgFYXsvPPXUU5xzzjmOZuw7OzvZtWsXVVVVHD58GCkllZWVVFVVEQwG8XjG9xFKXYmwE4R4PD4s6UmviXBxcXllcPnSBv75+Zt4144I2ww/6xZexKS+zmHbjEYeMh5eDU7qLzLx1L6eYT/nMppqCPodzSaPtR/+aK5PsXrwZzPEC0X0rB1wihm0269XOjTnG60UKJuURsBJ87QolGwhRabX0z+7z77qTXx6foA3HX9mnT5jhT6L9ipTJk+XbP4ah6vqIW0FI58RXa7PQiGrX9nIJ7VSheDqs5r46uWLHO/TCW7S8ArANmRLrRvIh2ma7N69m6GhIZYvX54skk4kEvT19dHb28vBgwcRQhAMBqmqqqKysnKY1KjYMiJ7f24S4eLiYhNasITe1l0QitARCNIRCI7YptBgfzxci3PVXzhl7ca2rF1+qgJash7C1lKnSp1SgwhbEvH751owpEQVgiuWOw9aRnN98slkcum/U3+Xi0yJiaYIwvEE0296ILlfJ+PIlprZ5xhP5PZ6kDiXEDk9FwFcc/aUEfKc9HPJdX65SO3UZD9nuc4h/dipTtmp9IZ1pt30AIqAd501ha9evsh6b6ufdsO6ph+8eAkXpBwjW1KW/oxlexYVIVi7sS3reQc0JaNxYrqr8iU7n+TBeecBw4P9fElwvqB+PIzkTkZraDdpeJmT3h3J/s+uZchEOBxmy5YtTJo0iblz5yaLlcFyf66pqaGmpgYAXdcJhUJ0dXWxb98+VFVNJhGqqo6rfChTEmHXRNj/RSIRamtrhxVWu7i4vDxwWgxYaLA/Hq7F2TTch6vq877XljLkcjIejCaGbZd+TQwp+e2zh/nts4epCmgMRhPJfRlS8qcNbayYWu0o4Bjt9ck2m5pLl57tfNKpCmgZaxJ0UyaD2WT9gyDZ376QY6WeYy6nbjthyFfUngsntQiZrluu8yukjsd+NgqpJcjWqczGlPDbZw9zoHOQFw/3Za1DWLuxjaF4YsT7NUWMeMay1SkYUo6qDindVbm+v2vY7+3ENd/9yVc/MdZag7Em/qPFTRpexmTzXshVa3D06FH27dvHggULCAaDeY+haRoTJ05k4sSJgDXrHwqF6OjooLe3l0QiwcGDB6mqqqK8vHxcg/b0IulYLEZHRweVlZUjCqvdJMLF5aWPk2LA0QT7Yy0ezTT7u/riuWi//GLWWcxc2PrsXOeqm9LRdkDGGeGIbnDrum2OzrHYxbX5dOn5zkdTBbdcumDY2LIFbOn1EE6PJaCgoKwY7TLzSVYyXbdc51fovnK9P1sheL7EAUZK7tKPcdvDuzKalqU+4+ndsD71x80jEupcz3S2pG9L/Zzkv7tKq5IOyzapExC57o/9eupqXyq5ZIZOWLuxjT9taBt14j9a3KThZUiqHCmT90KmpMEwDHbu3Imu66xatQpNG52Zidfrpba2ltraWoaGhti3bx8lJSW0t7czMDCAz+ejqqqKqqoqysrKxrUTkp1EpK9ExGIxYrEYUsphUia78NrFxeWlQb7AbCyzb6P1asg2a/6Nty/iR2ddwS05ZjGz4TQAHavkIRTRc0o6UrG3+dL925KdYW5dt41bL1swYkY6nxQo27iduBqnSnKyuWo7Id+xJPD4zhP1MlUBLascByx5zdqNbdy6btuwMVUFtGHdcwqVBKW/xyn5nqF8+3JaS2CvsozmWWwLRVj65UdyXtdMz9rlSxu4MUtwHopY0qhCpGL2+NMToEInIOwEKJuT91goZgvjQnCThpcZTrwX0pOGwcFBmpubaWhooKmpqaiBs6qq1NXVUVdXB0AkEqG3t5fDhw8zODhIIBBIyplKS0tPShJhI6XENE2i0eiw8aauRLhJhIvL6Us+3XCxZ9+c9F3POWt+xmK6jo830yxmNuzZzbEmBU5wGnSs3djG6vs2D5sRDkX0ZPvTfL4J4Ex2lG3mOlX+k96GdbTkmyVPDZRvuXTBiPNPpT+q88k/biJ9SL1hnU/duzmZTKQeM58kCJxL8tLJ1/M/37k7rSWw78u5ax4b1fOaK2FIJRTRHRUm26RfU0Uw4t6A9QzY/7fN+/oi+qhX08ZD6gjj06zBCa4242WEaZrEYrG8Zm120iClpLW1lS1btrBw4UKmTJlS1CA504qG3+9n8uTJLFiwgFWrVjFz5kwUReHgwYOsX7+erVu30tbWRjgcHvd2qvYqjKqqSamSnUQMDg7S19fHwMAA0WiURCLhtnd1cTnNWH3xXPyamnObsbZKtbGDtbZQZFg719TWiZD7j7mT8WbCljedjCkMp0GHEwlJrgTKaZ95W/KSSnrQddvDu8acMNjHykW6NOW2dyzOOmNsysxBKYBhyuTqQ7ZjZntunV63VJz0/M917poqGIpZxeR269FMz3LqcXIdT1MY1ecgnYhucMM9mzh3zWNcOG+io+3ta2rfm/LYEI/89KOUx4YAkp9tiZXAxBImd165ZNStalPbvDptp+qEYrUwLhQ3aXgZYBcqp+r2cwX/iqKg6zpbtmyht7eXVatWUV5efrKGm0QIQSAQoKGhgYULF7Jq1SqmTZuGaZrs3buX9evXs337do4cOUIkMv4zbG4S4eLy0iL9D3I2ijH75rQffK4/5vZ4Cy2CtCUYJ+Mbx2nQkeua2r/LlUAVck9syUu2oGu8Z1dt0gNh2/9gvJK5TOdV6LkG/RolmsKNx4Pr9CQ33z6rAhpIa2Y/3fskVzCcKyhOmNZ7i0VbKMKfNrRR6s2fiNjnWhWwJNip7s+ZKMakg/2c3HnlEoCc9yIXaze2ce6ax5h+0wOE44kRAXymQvFi48qTXuI4kSOlk0gk2LhxIzNmzGDy5MnjNrZCzd2EEJSVlVFWVkZTUxNSSgYHB+nt7WX37t3EYjHKy8uTNRE+n8/RPscy/kxypkgkMqxzkytncnE5daTWHmSTRBRj9s2pHCCfHCGX/jof2bTi2dqwpkp4nOj9C5FN5JKD2Nc7X2tWp/KVfJ2InPSsd1p4mm3boF/LGgjnO/5oSX9u125sQyngXIJ+jVjCzOuWnEtqBCMlQ3YgnW/2PZilbWrl8WtZaF1GLiK6QdCv4ddyF87b1/Qrf/w6F+1+1pFvSjHGOFaX+fT32/ekPDbEn37zaa5497cZ8JXypfu3ceM9m8bN+dtdaXgJk0gkiEajjhMGKSUHDx5kcHCQM844Y1wThmIghKC8vJwpU6awePFiVqxYweTJk4lGo2zfvp3169eza9cuOjo6kj4NqRR7JcBeiUjtvGQnEfZKxODgoLsS4eJyisgnmRgLTuUATuQIhSQxAc36M712YxtDsZFtKP2aytkzMtdGpEo2br1swYhro6mCoF8blWxi9cVzUTL8yUmd7cx1PzL9TlMEmioybp93LBle11TBd65cwu3/sTjjuWvKyGNdfVZTxjHfetmCnMfPJLcZyxRS+nnbQWOmhEFTRcZZZyFGBtCZZs4zjV9gPT9j0c7nM3sbrVwvG30RfZjjcy5Z223nXpPR/TmTb0q+lcHUFYBsKwhjdZnPJktLXynpDes55ZNjxV1peAmSyXshH/F4nK1bt+L3+6murqakpGTcx1noSkM+FEWhsrKSysrKpIzJNpprbW3FMAyCwWDyv/HGvvZ2d6r0rlVgdaXy+/34fL68sjEXF5exUexWoKlkM9vKpKXO13kpmwlZwpTDJEiKgK+//cysxa92J55sgUdqt5/xuDaqIjDT6hquXNWULIL+/l838NcfXMc73307fb5Axg42xTImExkqW69c2TSqY62YWl3QGOye+b979vCw++c5ngSltvcs9arEE2bOGoxs1ylT0KgKwZUrm7jn+Zbh90JkLypuD0VGFPUvm1LJ0/t6kuOXwJ82tDk2WctEKMvx7dfTn8lKv0Z/VM9YCxL0a9x62YKcqxO2BNCJYWBO9+c0cq3sOF1BGGvhcvp23133LV6/97mcKyXj0U3JTRpeYpimia7rBcmRent72b59O7Nnz6a2tpbNmze/LGbBFUVJSpXACtDtJOLw4cPJpKq7u5tgMDjMrXo8yJRE7N69m/r6+mR7WbvFq8fjcZMIF5cikCkwGIupVjYyBYZ2YFVod6ZsAXym1y5f2sC5ax7LGDAGvJ6ccqf0QGO0bWQzka0Q+vGdnclA6vWb/82c7hZes+95/rH4ohGBcLbxFDrGL92/DSNDpPnAliN89fJFBR9rNNfp8Z2dI2pOdFNSW1HC9rTnce3GNr50/7YRQX0uR99swaUhZdLga9ixDZlValXp10YEuu3Hi39TiegGJZqCX1NH1f3HiXN4+rWeftMDGffVF9GT22ZKojONKdd9VERu92enOG19OlaX+fT333H+tczvOJDXYb7Y9T5u0vASIXUWG3BkSialZP/+/XR3d7Ns2TL8/uNLdkVeAcjGyQ6IVVWlurqa6upqALq7u2ltbaWnp4cDBw4ghEgmGRUVFSclibDH5fF4kvcwkUgkf+/xeJL/uUmEi0thjFUnXCiZAsPRzuYVEsTmm6Uca0AyGnKNKfD+d7Nh+9PDZkH1h+7iyfvPgU2PFX0s2WbUnbbvLAaFzCSnBr9OVzRy1U1kmwk3pMwY8GeSLWWLCEJhnTuvXDKq1Z/RtBvNdp6Vfo1z1zyWHMMVyxt4fGfnqFfNTJnf/dkJxap1ykf6+52ulBT7O8BNGl4C2N2RDMNwvLoQjUZpbm4mGAyyYsWKYUnGyUoaoPh1BYWgKAqBQIDZs2cDoOs6oVCIzs5O9u7di6qqw5KI8XCHtt24IXNhdSKRSCaCbhLh4lIYJ9vg6FT1Rs+XFIxXL/jRjunrZ13NT1r3jpgF/dpZ7+INYzxupkD7dGA0iVshKxqZ7nE+bHPD9OC6kEL8dMlPIYxGEpdNujcUTyRlUna3pLG0Li31qnndn53g9L6PVR6Y/n7Iv1IyHt8BbtJwmmOaJi0tLXg8HmpqahwFkZ2dnezevZt58+ZRU1Mz4vcv15WGfGiaxsSJE5k40dIgx2IxQqEQR48eZffu3Xi93mQSUV5eXpTxpyYN6WRKInRdH5FE2I7VbhLh4jKckx3EZ9N3V/q1Ue3v5rXNSWmJKgRnz6jiYHdkRFDhpCMTMMxZOLXI0umsdraAPNP7sgWx4XgCGqZmnAXtb5gybLa4kKBp7cY2Pv/nLcPqA+yVJb+mEEl53SY4yvsyGsY7cbOv06f+uNlx9yTb3DA9uM5WFzBWB+RMFJpwZAquw/FExg5On/rj5mHvAWcGjGs3tqEM9PNISteh0VLIfR+rPDD1/dNueiDrSkmqU3qxJ0/cpOE0JbXYORqNomla3oDRNE327NnDwMAAK1asyNqSVFGUV8RKQz58Ph+TJk1i0qRJgLU6YxdVDw4OUlJSQlVVFcFgMFmTUCi5koZ0hBDDJFOZkojU9q5uEuHySudky3LydYMphJvXNvPbZw8nfzak5Kl9PcmfM0mtcgVD9r8zybVeONTDnza05ZRxZZJ6rb53MwiStQuZ3mc7G9v0hnU0RXDprieHzYJeuvtJHp1/fjL4K0RKlsl92iaiG1QFNBKGHFZcrCkiZ8ejYjOeRfipxyi0XW+mlbdsge5YJT/FwmmdgyHlsGfIiVwxWW+T0nVo3fzX5BxPNgO/1P2Ox33PlQCpQmRcKVGFYN833jzmY2fDTRpOQ9K9F+zWnrkIh8M0NzczceJEli9fnjOYPJkrDadz0pBOSUkJ9fX11NfXI6UkEokQCoU4fPgwg4ODBAKB5EpEIBBwFLAXkjSkkymJiMfjw0z87CTC4/E4lq65uLxcuHDexGGBd+rr40G+bjCF8PvnWvJukxrwOZmlzCbXylQomx5MZnpvpg4/6WO67eFdI1ZfdFPyu/P/g++//Xq2GX6efdWbqOg8OmJ/TqVk2Yqubcaiuy8mxSw0z8ZoPCEyFcTD+CY4xSTXOac+Q07kipnqbbL5M4Azw7TxuO/5EqBcdSzjiZs0nGbYqwt2sGn/lyv4Pnr0KPv27WP+/PnJTkK5EELkTUJe6dhu1YFAgMmTJyOlJBwO09vby/79+wmHw5SVlSWTiJKSkowB+1iShkxjypZE2M+JpmlJOZObRLi83EltKerk9bFSzJUNp3/cC5Fa5eqwk2/70R4n2/uerp7Bga9dkvw522yxk+Pm22YsuvuXGqOpbcj0fL6Urle+c3biQG6Trd4mkz8DMDazjSw4kVDlS4CyGT3mWhUpBq6522lCuhQlVXqSbaXBMAy2b9/OkSNHWLVqlaOEAQpfAUgkEhw9epShoaGCHZ5PJcVc5RBCUFpaSmNjI4sWLWLVqlVMmTIFwzDYs2cPzz//fPJeRKPRYWMYr+tgJxGpRdPxeJyhoSH6+/sZGBggHA4nW/S6uLzcONk1DcU0j8tnGGVTSEKSbdtsx0rdfrTHcWp653S7QrcRcNoUQ58MMpkHXnv2lKwmaeNdEH8ysM8533Ps5BnTp8/kjvOuQTMNhrQSNNPI6s8AljTPqQGbE+wVhLbjLW6zmbDl+27Ltpo6XqusNm7ScBpgmibxeDyrWVumIH9wcJD169dTVlbGkiVL0DTnBV+FJA0DAwM8//zzhMNh9u/fz/r16zMGx9k41fKk8QzYy8vLaWpq4swzz2TFihU0NjYSj8fZuXMn69evZ+fOncRisWQiOJ7Yz42qqsl6B7BM/VpaWti/fz/9/f1uEuHysmIsgehoyBSwjbaDy9VnNeXdptCAL1tSk83lOHXfo3VodppIjSXhWn3x3BHjsLnm7CkvmRnzYnH50gaeuukiDqy5hKduuoivXr5omBOyHVyP5fk83bh8aUNGZ+/UZ8jJM7b64rlcttuqt7nzvHcR0XxcsvPJnMcu5iSEU2fofN9tD2w5kvH32V4vFq486RTi1HshfaWhra2NQ4cOsXDhQioqKgo+rpOkQUpJW1sbLS0tLFq0CK/Xm3zfwMAAvb297Ny5k3g8TmVlZVKmk5q8nOqVhpOJoihUVFRQUVHB1KlTMU2T/v5+enp62LVrF6ZpJq9TMBgsKMkbDakeEfF4HDghZ7J/Tq2JSE00XFxeKpzsmgYYvawjXZJw4byJpJsYC6xOTH0RfVQ681xa9Xwux4Uazjk5ptOxOT2vVEM02yH45RAQF4OXktxotOR7hpw2DPjn52/idetDdASCjvwZijkJUSxfh1zeJNNvemDc6lREnuDxpVPF+hKjEO+Fjo4O+vr6mD59Otu3bwdg/vz5eDyjy/n27t1LeXl5smtQOolEgu3btyOE4IwzzkgGnpnGaJpm0oW5t7cXKSXBYDDZtrS5uZnly5ePapxjpaenh56eHmbNmnVKjg+wceNGFi5ciKIo9PX1EQqFktcpNYkY7b10gt2yt77+xPKrlDL5n42bRDjmlZMNn0RWrFghX3jhhYLec+6ax7LqesfDFXq0ZHKwzYYiQMrxa5no4uIysntZNnK5dI+GQr6zctU+TMtSI1SMsQshNkgpV2T6nbvScAqw5Uipxc65EEIQjUZZv349U6dOpaFhbA9vrpWGgYEBmpubmTJlCo2NjUBuiZGiKMlVBrASjlAoRE9PT7Jg+MCBA+NqoHY6Y9/jdLfqRCKRTLYOHjyIECKZbFVWVhbVrTpTXUUmjwgpJbFYLNmdSVXVZFG13Z3JxeV04lSZrRXC2o1tBfXWt1cextvd2sXllUw2GU+pV8XrUZIz+T5PcWOW1RfPHdE+WFMzd2ga6+rReBhduknDSSTVe8FuperkPZ2dnXR1dbFq1SpKS0dvQmKTzaehtbWVw4cPs2jRIsrLy4f9zmnA6PF4mDBhAhMmTMA0TV544QUCgUDSQM3n8yWTjNF6HzjlVNdT2GPIdI62WZ9tvme7VXd1dbFv3z5UVR2WRIwl2TJNM+/7MyURpmkSjUaHJT6pKxFuEuFyqvFryjCzr9TXTwfsFYbRtkEcT3drF5dXMtnkPUNxg6H4iRXBUES3/EooYvKe9nVgGJIv3b+NG+/Z5HiFsSqgZT2HVIo9geImDSeJdO8FJwFXPB5n27ZtSCmZNGlSURIGGLnSYHdhklKyatWqokplFEUZZqAWiUTo7e1Neh+UlpYmkwi/31/0QPRUB7ZOuyelu1XH43FCoRAdHR3s3bsXj8czzK26kCTCfuYKIVcSYeMmES6nmkgic0F/ttdPNpmKHgvldFo1cXF5JaKbklvXbStK0nDbw7tG+JWYULDp4S2XLuBT927GyOClkkqxm0K4ScNJwC52dipHAujt7WX79u3MmjULn89HW1tb3vcUgp00DA4O0tzcTFNTEw0NDUUN/DLJoPx+P36/P+l9MDQ0RG9vL3v37iUajVJeXp4MjrM5Wr+UGG3LVa/XS21tLbW1tQDEYjF6e3tpb29nYGCgoBUbKeWYZWFuEuFyOpJtAv80WGQEcgf8miowDEm+9CYYGN+mCS4ur0SCfm2EKWEuCtl27cY2vv/XDdz9vev4+HXf42NvXZ5MAJxMAjhdYVSAXFMS49Fu100axpHRypH2799PV1cXy5Ytw+/309fXV1SpjS1PsrswZZIjnQyEEJSVlVFWVkZTUxOmaSY7M23fvp1EInFSOw6dzvh8Purq6qirqwNOrNi0tLQwMDCA3+9PJhGlpaXDAnYn8qRCyZZERCKRYZ2b3CTi5YkQ4o3AdwEV+KmUck3a7z8JfBBIAJ3AB6SUh4o9DlWIjNIfpx4I4002MzhVCG57x2LgRKcXyNx55HRJgFxcXk68ZXG9o0LoQrElia/f/G9md7cw78Un+ZzhBayVA6eO3vmSi0wrFmB9t5hSjlsjBTdpGCdM00z2w3e6uhCLxWhubqaiooKVK1cmA71s5m6jRUpJa2srfr/fsRxpNDPmhW6vKAqVlZVUVlYybdo0DMNIFgsfPmx9uMerWHg8GY9gOX3FJhKJEGpr4+DBgwwNDQ2TfY1GnlQo9jNuP7OZkgjTNPH5fPh8PjeJeAkjhFCBu4HXA63A80KIdVLK7SmbbQRWSCnDQoiPAt8Criz2WK4+qynjH36fR4xr20GnZGubmNrRxP5/NsfkvgJmOF1cXJxRqGt8lcMVv8D7382G7U+jGQkAbn/gDvSH7uLJ+8+BTY85dvTOJyvKllSYUnJgzSUZf1cM3KShyKR7LzhNGLq6uti1axdz585lwoQJw34nhCha0jA4OMjBgweprKzkzDPPPK0Dt0wdh3p7e5PFwvl0/qdDIfTJQAhBwOMh+Jvf0PCxj2EuWDBM9hUKhYhGo4TD4WTtyMkYU3oSsW/fPqqrq5OdtjweT7I7k5tEvKRYBeyVUu4HEEL8AXgrkEwapJSPp2z/LHDteAzkq5cvAuD3z7VgSIkQgCRZHN0WirD6viIXMRZAId4E2WYgx8uozsXllUwhtUICq4bACV8/62p+0rqXhr5jaKaBrqi0VtTytbPexRsY+Z1Q6dcYiieGdVNyIivK9n2hiPGdMHGThiJiy5FefPFFzjjjDEeafNM02bt3L/39/axYsSLje7J1OyqU9vZ2Dh48SENDw0uyhabH4xlWLJyu8y8pKRkm0YFTXwhdTOJxEAIyqbSUvXtRd+7EaG5G1tUNk31t376d6upq4vE4u3fvJhaLnfTaEbu+xU4S7OQ6kUgkt7GTCI/Hg6IoL6t79zKjAWhJ+bkVOCvH9v8JPDheg/nq5YuSycPSLz8yoqOIfrwzyalabXDaNjGfmZOLi0vxcCoTAstw0en3hz59Jnecdw133X8bQ1oJXkPnzvOuITF9RnKb9O+EXH4M2chmbGnLNcerZbObNBSJVO8FwzAcBfmRSIQtW7YwYcIEli9fnjVIGqs8yTAMdu7cia7rrFq1io6OjmQv/pcyqTp/W6Jj+x4MDQ0lA9RIJHJSZtfHC8OA3/zGwz/+YX1c3/zmBFdfnSB1YUV5/nlkIID61FMYr3udlV0cR0pJeXk5paWlTJkyZUTtiK7rw2pHvF7vOJ2HkVx5yFQTkZpECCHweDzJ/9wk4qWJEOJaYAXwmiy//zDwYYApU6aM+Xi5XFJPd8bimOzi4lIYTmVCUFgR9OqL5+L79S1ENB93nXMVn3j6D1y2+ykuvuU6IHuRdKGfcyfyKten4TQkVY5kyzGcBPnHjh1j7969zJ8/PynXyEYuM7Z8DA0NsWXLFhoaGmhqakoGa4Xszw7WRtsJ6GQghCAQCBAIBGhoaEjWbXR1dSVn1ysqKpKz6+MVGI8HDz+s8tBDHpqarHt2//0e6uokr33t8S87XUd94QXMKVNQ2tsRnZ3I412XYOR9S68dSXX1bm1txTAMgsFg8r9iFaCbppm1DiVTEpFIJIbJ/Nwk4rShDWhK+bnx+GvDEEK8DvgC8BopZcZZCinlj4Efg+UIPZZBrd1Y3A5zox3DWIL+sZo5ubi4OCNTku505SHffv/5+Zt4144I2ww/z77qTXx6foA3LW3IWyRdCE7lVa5Pw2lENu+FXEmDYRjs2rWLWCzGypUrHQWvo11pOHLkCAcOHGDBggVUVlYmXx9NEjKWxOVUIITA7/dTWVnJjBkzME2T/v5+ent7aWtrSwbG9ux6Mb0psjE4CL29gupqSSGWG9u2KVRUSFRVwsAg5QmDHY8O8fpay9FSdHXRHiqlxZhJ9aBg+hP/Rs6dk3x/ye7deEpLYfr0jPtPd/VOL0CXUg4rQB/ttSqki1OmJELXdTeJOD14HpgthJiOlSxcBbwrdQMhxFLgR8AbpZQdJ2NQtz28K+vvgv7x77xmBwT2zKXr6Ozi8srkgmsv4YIMr+crki6EoENzN9en4TQhVY6UHuBkC/LtWf/JkydzxhlnOA5yCg3Y0xOT9JniYtVIvJRQFCU5cz59+nQMwyAUCiXlTEKIZOA8VgfmTLzwgsJdd3kxDPB64ZOfjLNokbNEcNIkyebNghqjE6V5C7GhGiYf/Rda7yYAnu6YzV37PoDUNMzE+by950munnY3AG2dPn61+yK6ppWx8I0a732vTllZ7uNlKkAPhUL09PRw4MCBYdeqoqLCcRerVHlSodiO1DaZkojU9q5uEjF+SCkTQojrgIexWq7+XEq5TQjxZeAFKeU64DagDLj3+H04LKW8bDzHlWtG7dbLnBUxjoVMRm6uo7OLy+lJpiQ/G8Vq4ZyvSLoQnIRwrk/DaYAT74VMSYNdhLxw4UIqKioKOmYhKw3hcJgtW7ZQX1+fNTF5qa0ajJZccipVVampqaGmpgYAXdfp7e2lo6ODPXv2oGlastNPeXn5mALQvj747ne9VFRIAgFrxeHOO73cfXcUJ6UWb31rgq1bVVqfHCTeUYU2fypVNeUM6iVojRP5/ouXU1MRwe8JY5iCv3S+mnMXhajqP8z/2/8ejk2sp65pMk88oRIKCT7/+TiFnI7H42HChAnJrl66rhMKhejs7Ey6VdsrERUVFVkTg1zypELJlETE43FisVgyibeTCLvo300iioeU8u/A39Ne+2LKv193sseUTV5QFXBexDgWsiUt7aFIVtnSWOVMLi4uo6MQt/azZ+SWkDvFSZG0U3K1Yhbgdk86HcgmR0onNchPJBJs3251InTqiZCO0yD/6NGj7Nu3j4ULFw6TI2XaXzF9H14OaJo2zIE5Go0mNf4DAwMEAoHk7HogECgoAO3uFkgJgYD1c1kZ9PdDKCTw+/Pf18pK+PLNAzxz1X38qON1mNEY3xt8H1/eczlTn9nP1sE6FtcdQSGCz2OgYjB4sIeeGcvom7mE8tJe/H5BY6OkuVkhEjkxltGgadqwLlbxeJze3l6OHj3K7t278Xq9w1rhpvo0FHsFxyZXEgHWZ1LTtGRxvJtEvPzI1n3IaavEsZJNLhAMaBllSy8c6uFPG9pcOZOLyymgkPqFg93FqQvIVyRdCJVZHK2Dfo1NtxS6buEcN2lwSHpRZq6Aw04a+vv72bp1K1OnTqWhYfR/BPIFN6ZpsnPnTmKxGKtWrcpbuPpKWWkYCyUlJdTX11NfX4+UknA4TG9vL/v37yccDg9rWVpSUpJzXzU1Vv/4cJjkSoPXC8Gg83sQOLybLd1TCJYmqI7t5Z9HJ9ObmEhCQOtAkLahIJMCg5wx4ShlYoj66V7a3n815q1e7PxQ10FRMrdsHQter5dJkyYxadIkYHjCNTg4mGyFaxjOZnWKQWoSYT/r8XiceDwOwPXXX88vf/lLN3F4GXEquw+t3djGYDQx4nVNtSYMMsmWbG+J9NddOZOLy/iTzU0+E8UqJs5VJF0o2f509UV116fhVJIuR3ISZAghOHbsGP39/Zx55pmU5RORjwFbjlRXV+e4TqLQpCEWi7Fr1y58Ph81NTVjluu81BBCUFpaSmlpKY2NjUgpGRwcpKenh507dxKPx5MtS6uqqkYkbZWV8IlPxPmf//HS1wcej1XTkE2aJPbsQfT3D3/tiSfZM/QqQko5Ro9OlCiaVGjvKqEh0MWxSBWRmMK2zjrue/uvqOo/TMnEECtX+njwwRJaW1UGB+ENbzDQ9eInDqmkJ1x2EhGPx1m/fv2YVm1Gg73/1CRi06ZN43pMl1PDqeo+dNvDu9DNkd+ppV5PVhlBtoClGB1cXFxccuM0YQBrVr9YZCuSLpRQliJo+7TaQhFW31t8Y0s3aciBaZroup5XjpSKrut0dHRQUlLCqlWriqbhzoTdtnXBggUEg0HH7yskabB7+U+bNo1EIjFMrmNr/v1+/ysuiSgvL6e8vJypU6cOa1na0tIyrNuQfZ1XrjS5++4ovb2Cmprc3ZPUp5/Gs3atFdn7/RhS4Vs7L6c5PIu2cBCvnIwhY6hmAl8igdccoEYavHp6G10hL5NpR0iJtnsnN9xQxfbtQ+zcWUVdnWTHDpUvf9nLV74Sd5w46Dr84x8qhw8rzJxpctFFBvkea/XhhzFXrICaGvx+P36/n9bWVl519CgDixfTA8lVm7KysmGrNifjWXLlSS8fToe6gGwzkX0RPWutRbaZToF1Tu5qg4vL+NFQQIvV0/FPhZMWsbopuXVdcY0t3aQhA6neC4BjHXYoFGLbtm1UVFQwYcKEcUsYTNNk165dRCIRx21bU3GSNEgpOXjwIB0dHSxbtizp4psu19m7dy/RaJTy8vJkEnG6eCCcLAlWesvS1G5D4XCYF198Mfn7xsbhhcKGAY89prJli0JNjeTSSxPUvOc9yOnT0X7xC9A0NhjLeSq8lGW1LdQMhNnXNwFd9zBJ62JvfDIhWcG0pgT98yZTEesjqA7CwADK00+jL30Vhw6V0thoMjRk5SF79yrs3atwxhn561pME+64w8uzzyr4/ZZnxK5dCh//uJ79izQcRvvtb9FNE+NNb0q+rEYiaP/7v5SrKoFLLkmu2gwNDdHb28uePXuIRqMjkohi49bzvHw4XdqcZvsDbicxmWotlk2p5Kl9PSPeI8GVKLm4jDMFmbudhuaQ2Ryh0ynEmM4JbtKQht3K0TAMx7ORUkoOHDhAZ2cnS5cupbOzc9wCE9tFura2lnnz5o1qtjRf0qDrOlu3bqWkpISVK1eiKEpSC26/P1WuYzsM9/T00NbWhmmaI2baTxWnYjY5tdtQKBRi4cKFhEKhZKGwz+dLBsUPPBDk73/XCAYlO3bAtm0qt94aw3/eq7n/4Jls/MU2+nsSJAwFIWBaRTdNZT209pUhe/uIl5XQ6Z3M0bBKoM3kxz8uITHhi4jf/Q5l2zbM/kE6OsppbVVQFDBNQVmZxGl5QVub4IUXVKZONRHCSiL+9S+Vq6/WOd54agTKjh2I/n48//rXsKSh7MABxMAAnn/+E+OSSwDr/pSVlVFWVkZTUxNSyqRbtS39KrYpXyQSITCWSnCX04bTpc1ptsQgddUjfTUkl69EsQ2ZXFxchpPpcxmOJzI2M3DqdXAyVz2dOEKPB27SkEIu74VsxGIxmpubKS8vTwbYqqqOS9JgtwN14iKdi1w+DQMDAzQ3NzN9+nTq6+sd7892GJ4+ffqImfaNGzdSVVVFdXX1K6oewr7GXq93WGemSCRy3B/iMH/4g2DSJBOPp4Ta2hKOHNHYs0dh82aF++6rp6J2IqFD+9gXrqPaP0SFFmVzVwMyrqOXT2L564IIjyQcNojFYMYMCVSgf+QjKM3NRAwvhmEVY3o8EItJ+vryrzR1d8PRowpDQyDEiW3tW2cYAmtOdCTq008ja2qQh1vZ9kSIAW8N06YZVG3ahJw4EdHSgjh2DHm8cDoVIQQVFRVUVFQkpV+2KV97ezuJRCJZPzJat+qhoSFKC3HXczltydXm9GSSrwg7U63FDfdsyrq/Yhsyubi4jCT9c7l2Yxur7908rD5JU4Qjr4OTvep5qiYW3KQBZ94Lmeju7mbnzp3MmTMn2X4SrCA6kRjZSWO0mKZJNBqlpaVlVHKkdLKtNLS2ttLS0pKxeLuQOoj0mfb58+ePaF/6SqiHkFLS1+dl/XqFQADmzzdRFJIa/7q6yUyc6KOiIk4iYRULd3d72Levk3vvnUF9fQJfdJAJgXaiSoCuoVK2D9UyJAPUens51F+GvkHj7LMNNE1imoJoFB59VOXIEY25c5dR5zepqIjj9/vo7hZEowKPHuXLnzO5ZY3KwoUjk9uNGxW+/W3LiC6RsDoutbUJKiokoZDCmWcaTJiQ5VmIRlFfeAFjQi13PHk2j33Bi1KroUiFz3YZNC2vQhw5grJ5M8Yb8reFSzXlA8sgzk4ibLfq1CTCSUvjoaGhcW1O4HLyyNXm9GRTaBG2ENkNmoptyOTi4uKQ9HDEYXhyslc9s7VcTaeqyN+Fr/ikwan3QiqmabJ37176+vpYvnz5CN11IWZs+bDlSEIIli1bVpQAO92nwTAMduzYgWEYrFy5clReErnw+XzU1dVRV1eXrIfo6ek5resh8mGacOiQwDBgyhRJpmHv2iW48845lJZabU/PPtvkxhvjqCrs3y/Ys0dh9myTp57yIYQPKStZuNDknHMMfvYzg1BogNIjLQQSCcoJ8bkZ97Km5T3UG3uQgQA9kVI6j5Wwf7/A64UPflDnttu8bN+uUFIC999vmbl1dqroukIiARVlJpWJTqr1GHfeOZ0f/CA6bOy6Dt/5jpfSUqtYW9ehvV1wzjkGvb0K552nc/HFCZ59VkVrO8SKp75HSWIw+f5oXOF7Wy7gwaPL2BGdwUrPC1TtHeCIUcPH46uZuqeLWl8f1/c9xKI//nHY9TKWLUP/2MdyXndVVUfUj9hF6Lazty2Nq6yszFhXNDg46MqTXiZkC7rHqoo8GTKDXGN06xlcXE4+tz28C90Y/sHUDeko8D/Zq55OQ8FLznSmGHHKKzppSCQS7N+/n0mTJuHz+RwF5JFIhObmZmpqalixYkXG9xQraejs7GT37t3Mnz+fHTt2jHl/NqljDofDbN68mYaGBpqamk5K+0u7HqKpqSlrPUR1dXXWoM8p41VPEY/D17/uZeNGFSEkU6dKvvSlGOkNrH7wAx8eT4SGBomU8MwzKhdcoGCa8K1veUkkoLNToacH7Lxz7lyT2toKrrnGw+9/X8PQ0V6GwhU0VIUwPrCC0N0T8RuS/ftKiCcUEphomqCsDO65x0NLi8LKldaKxq5dCh0dCgsW9HHkyEQOHFAo90Y4u3onJX0eDldPo79fDFs1GByEaBSqq62fNc3ylHjTmwwWLNBpbRV89rMlDAwIpDGTGfI6bvd8lsAEP7K8nB/sfAP/iC5AeIfQIx7W60splRFa4vVEKKE1PEjQjNGyfyY/b/wZk33diPZ25KxZJN761oLvhcfjGeHs3dfXR3d3N/v27UNV1WFJhKIoo15peOihh7j++uvZvXv3XuCnUso1mbYTQlwB3AeslFK+UPCBXByTrZ1pKJK7V/najW18/68buPt71/Hx677Hx966PLnN6VJc7eLicnLJ1o3ISZelXM0QoPgTEU6Ls4td+/CKTBpS5Ui9vb3U1NQ46tLitKZAUZQxGVmZpsmePXsYGBhIypFseVCxVhqklMnzyecgPZ5kq4ewgz6PxzOmeojxSIIefNDDCy+oNDZapm0HDwp+8xuN//7v4R/iri6B329w9KggFoNwWNLfL/jd7zzEYrB/v0Jnp4JhSIJBKC2V/PnPGtOmmXzoQwn+9UCEDUPl+Cp8xOZMwzN1IVe8Q3D33bPQvTqaMUCFCNHcHOScc3RUVaOtTaG2VjJ9umRoSKBp4PFIFi0yaG8XDPQabNTmMDneRdm0QSoqhi9dVlRAdbWku9tqDTs0ZMmT6uqsJPhXv9IIh2HyZAkI9hyezbqLvs1V225F9PTwxLF5NJSHiAa8aFGFUKScId1PBB8qCXTFR1RKdvVNZmdHDQ3e7STe+laM174WOQYDRBtN05LSOLAM3UKhEB0dHezdu5cf/OAHyc9TIpFwvKpmGAYf//jH+cc//sHMmTPnA88LIdZJKbenbieEKAeuB54b88m45CVX20FJ5oDfTgpev/nfzO5uYd6LT/I5w5vc5mTJDII5HF1dXFxOPtnaIKtZ4ojURKDSr6GpYthKhd0MYTwmIrJJM9Mptu+LM/H+ywi72NmuX3BStGyaJjt27KC1tZWVK1fmLUIey0pDNBrl+eefx+PxsHz58qRcp5iSJykl/f39yRqJU5UwZMKuh5g9ezYrV65k/vz5lJSU0Nrayvr162lubqatrY1wOHzKxtjSIvD5TiwPlpXBoUMjP0oLFybYtCnIhg0qW7ao7Nyp0toq6Oy0Wp5qGqiq1ckoEoHycggEJOvWaWzapBCK+LnwjR7OubSSSfWCH/9Y44MfNKirEzRM9TJ9SSWz5qmoqiASiWCaRygpibB9u0F3l45HMfB7E3hMnWNtBmZCEo0KWsITeL5nNlfPXk+8s48n/h7h/9ZF6NzbjxoL89nPxgHJrl2CwUHBpz4VT3ZK6uoSwzwmvF7o9DcRXbMGc948yhJ9xAyNMi3G4tpWdMWLIVVUJD7VsOShEiIJDW2oj/jnPofxpjfh+8IXoGdk+8mxYhehz507l5UrV3LLLbdQXV3N9u3bWblyJZdccgl///vf8+5n/fr1zJo1ixkzZiCljAN/ADItjXwF+CYQLe6ZuGRi9cVz0dTcEwN2wG8TeP+72fDNy7n9gTsBuP2BO9jwzcsJvP/dwMmTGdx62QI0ZfjYNUVw62ULinocFxcXZ2QzfMv0up0ItIUiSI63NpVWDYHA8oH4xtsX5Z2IGC1OhRTZEp7R8opZacjmvaCqas5VgaGhIZqbm6mrq3Pc4jRXd6Jc2HKkM844g2pbH3KcQl2csxGLxYpeIzGe5KuHsNtxVldXj6qTzmiYPdvkwQetugYhoL9fcNFFIwvfzz9f55e/tJI+r9eSHv3lLxozZ5o0N3soKZHYNfemaSUOXi/4fDAwIFB8Hqip5uhRQXe3IBKxagzOPNMkkYDKSoV9+yqgTWHixAqqqiqOFwrrlMUP8+HAI+zuncKujVPZF/EzyzdIWPUxKAPEpMpf16n8ed0+2iLVICWlSoQ117zIb5X309am4PdLfD5Jbe2J527lSoP//V8Nv1+SSFhSrcWLTaiqwqyt5aMzHuQbB6+hO1KGRLC4phVlsJ/diRkMJXxIoRA1PEwKDPCqqh0Y069Dfe45lL17UTdtwrjoonG9d1OnTmXBggU0NTXxmc98hkOHDg1rJ5yNtrY2mpqaUl9qBc5KfUEIsQxoklI+IIRYXdSBu2THwddiasD/9bOu5iete2noO4ZmGuiKSmtFLV876128gfwyg2KRr+OSi4vLySWb4VtDhs9+pkRANyUBr4eNXxze5GM8JiKySTPTKcT52gmviKQhl/dCrhn89vZ2Dh48yIIFCwqajS90VcAurO7v72fFihX4fL4x7zMTPT097Nixg5kzZ9LS0nLaJwzpFFoPMV41Da97ncHOnQn+7/88CAFLlhhcffWJpCEWszoY/etfKuXlCZYs8aCq1sxAe7vgXe/SeeIJlXgcJk60ZD6GASUlkmBQsnixycKFJpoGW7YotLUJdB0qK2HNGi8f/rDOnXd6aWuzkpbGRsmzz6oIAfX1Ch/8oGTmzGks5FWIH9zNkSMDfK31Ov59ZD666aVUiyCln0e7lzG5bIB51UcQ4QhH/FN51yMf4FCLht9vyZoUxeTuuzXWrLEC63e+M0Ffn+CRRzxomuTDH46zcqUJiQSeZ57hnLkV3BH8ObvaKyn3xZkxVeeLf1lFSAvSLicSUAaZ6u/gc2c9zKaBWQT/sZdZ6x9FBoOojz027kkDDO+eNHXq1KLsUwihAHcA7yvKDl0ccdvDu4a1R8yGIkSyxiHcMJU7zruGu+6/jSGtBK+hc+d515CYPgPI7blQbArtuOTi4jJ+rL54Lqvv2zxMYqSpmVuuFpIIjMdEhBNHaCi+3PFlnzTk817ItNKQSCTYsWMHpmmyatWqgrsJFVLTEI1G2bJlCzU1NSxfvjxrID+WlYZUd+fly5ejqiqHD+d3EjzdyVYP0dXVxb59+zBNk5KSEqqqqorqD6Gq8IlP6LznPTqGYWn/7V2bJtx+u5cXX7SegY4OD83NggULJB0dgqVLDVasMPnEJ+KsW6ehKJIZM6wagXgcFiww+cAHdMrL4aab4lx1VQkej5UYzJ9vsn+/gmHAbbdFaW9XOHhQsHq1j/5+K/FobRVIqTFhAixZsoT/+n+3on33dj7C//Fwyyo8SoJB3YtHxPESIxaOY3ojyDmzCUfqOLxNxeezZFLRKLS1KaTWDGsafPSjOh/5iOUIbZ+3smePVUEdjzO7Msq0z7wN5dln8fz1r/yk8h72aHM4OGUlNR+8kiP/3s8P7j8XIc7F+FIZ7ytv4B1LBlG3bYO+Pis7GkfC4XDSM8MpDQ0NtLS0pL7UCLSl/FwOLAT+efw5qwPWCSEuc4uhxw+nM3X2bFtbKIKmCC7d9SQRzcdd51zFJ57+A5ftfoqa972Lc9c8ltQnl2gKobDurgC4uLyCMNK6J6X/DJY0SclS/5Cp8DkY0NAUMWyCY6wTEU4drYs9N/yyTRqcei+kz+Db5mZTpkyhoaFhVIGm01WBrq4udu3axbx585LdX8a6z3QyuTsnEolT7tQ8HqT6QwC0tLTQ19eX9IcoLS1NSpn8/rFJDYQAq7Rl+HU8fFjw4osKPT0Kx44paFqCjg6FhgaDc881uO66OELAe96T4IILDPr6BJs3Kzz1lEppKbz61Qbl5da+5s61Vhzq6626B0WxjmsY1rGrqkxuu62EeFwwebLk2DHLp+HwYZVlyxJs3Kiy+VXVlF59Ncv27OGN+zewOTyboC/KlMoe9vdUMTQkeFFbxtBuD0NDBoGAga57ME2rjWsoJJg7d+Rzl/5xUtavR3R3Y1x8MfoHPgAVFZhnnoly6BAlO3Ywr/wAgY9cS3Wgha9uOYvOEkl/ZwJfX4Tbe95BLPgEZ+obmL9uHfK4DCiuW589z+ypyGnTxnS/UhkaGiq45erKlSvZs2cPBw4cYMaMGV7gKuBd9u+llH3ABPtnIcQ/gU+7CcP4km22TRUCU8qMf9h1U/K78/+D77/9erYZfp591Zt4c1WCP21oS/4BDkV0/JrKnVcucZMFF5dXCLeu20b6Xzvz+OvpjRQyJQzZCp97wzqaKgj6NfoixZmISJc3ZovonHZZcsrLMmkoxHvBXmmQUtLS0kJbW1tGc7NCyBfgSynZu3cvoVAoqxwpndGsNPT397N161ZmzJhBXV3dsPG9HJOGdDRNo6KigilTpgyrh9i9ezexWIyKioqkP0Sx6iEMw5Ig9fdDaamJqiYYGtL47/+Oc9FFJvE4/Pa3HtavV6multTVmfz5zxrBoETX4Qtf8PGd78SYM8fE44FVqxL89KdedN1ydV60yGD27BPPlt3dCKxVDkWx6h6EsP49OCgpL/cg+vq4ZcU6vrzravojGv3REq6av5mHt09lfc80FE0lEDAxDJNJk8K0tXnRdYXGxgTveU8fUpbm/ByJ3l7iq1djXHjhiakNIZC1tUS/8x3C69fjb20lfv997G3+Hv2yDJ+I06EHieh+vrvDT7lyPu//n/t5V91d3N16OQ8eXY7QPFxyjcr7vzoyURktQ0NDlNuZmUM8Hg/f+973uPjiiwF2AD+XUm4TQnwZeEFKua44o3MphGxSIrsAcfpND2R839PVM7jzHUv40v3b2BqGrV0AIwsVbzzu2pwaMOSrQbC3aQtFkt1YGhwGCdf85Bm2bG/hT7/5NFe8+9ucOb+J333oVYVdFBcXF0es3djGreu25TVJC0V0zl3zGBfOm8jvn2vJWiewbEolly9t4Nw1j42sdzi+YnHnlUu4dd02brhnEzfcs4mqgMYtly5wlECkf/9cOG8ipdFBHvnpdbzj3bfT5xs5GVbsWqyXXdJgFztnkyOloygKuq6zefNmNE1j1apVY/IGsPeZLWmwC5Grqqqy+jwUus9M2O7OixcvpjS13Q3FK6p+KZGpHqK/v5+enh5aWlqQUhbFH2LKFMuTwTCs4D0aVamqkhw9qgAmv/qVhwce8NDbK2hpURgcFMyda9DYaL2/vR2efVZhzhzrXh87plBZaSWaHo+1mnDPPR5e/WqD2bMll16aYMMGNZk86Lpg2rRE8udg0KBln4fpz+yiodHPdzw/onWoilJzkEhVPfdvncWbzmyBKY1ICZs2KVRVBQgGYdo0nY9/vJ1IpJv16wfw+/3JJCsQCAx7dvUbbsh4PezXu1euxDRNql/9JvpfV4lHxlE8KrGE1eq4yhumxjfAr3sv47A2nbVHljKtqpfAkhn8ZUsFkx+O86Y3jb6NcSqj9Wl485vfzJvf/GaAmfZrUsovZtpWSnnBaMfn4px8xcTZViIq/doI7XImJLD63s3Jn/O1TUyfYUyVReVrsXjNT57hqX09XLbveeZ0t3DhvhdY5yvlmp884yYOLi5FZu3GNlbfu9lRTRRYn+HfPptb1v3Uvh5uXtuctdYgFNH55D2bhq1m9IZ1brhnEy8c6uGrly/KOd7075/fPnuYy7ZbraNfs+951s1/zbD3jEct1ssmaXAqR0onFovR2trKGWecMWw2fixkC/C7u7vZuXOnIzmS032mYxgG27dvR0qZ09250KThpVY0DbnPUVEUgsEgweOObOn1EB6Ph+rqaqqrqykrK8t7/vYsv6bBJZckePBBDyAJBqNUValMmmQlE4895iEcFrS2KpSWSgYGYPduBU0zKSmBzk7BgQMKug4eD+zcqbJ4sfUlsWmTQkuLyo9/LPjjHyWf/WycK65I0N8v+O1vrY5Gy5db8qZEAi64IMEXv1hBtLuJ73d9nM/N/zOveV01U9/7XpQ9e2j5nwdASsSxo8gmK2mYOFHygx9EKSuD0lIQYhIwCSklkUiEnp4e9u/fTzgcpqysLJlE5PM5MU0TRVHQ5s9iynwfHftNwkNWcXiZJ4ZXSTCg+9nU3cRzHdPxeBTaozNZMCgJBKC5WT3lSYPL6UmuYuJsKxFCkDdhsNFNmWyNmM+/IVNHlWzbpvMfd97ET/Y+h2ZYTRVuf+AO1jx0F/+YdRZ86F+Oxuri4uIMp00UCuX3z7Vk9XsARsifbH53PCF5fGdnxgmQ9O+W7677Fq/P8H3x6Kyzuf6y1eNWi/WySBpM00TXdUdyJBu7OPjo0aNMnjy5aAkDjAzwpZTs27eP3t5eli9f7shILh0nqwO2u3NjYyONjY05i6pHc/yXIk7HPTTkIZGYyMyZE1BVK5m0VyFy1UPs2qVwxx0ax44pzJ1r8KlP6Xz4wwmOHFHo6DAIh02WLzc5/3wDISzn5yNHBD6fVTytqhCNCjZtUpBSUFEhWb9e4bbbvLzlLTpCSDo7BR4PdHQoeL2SSZMkhiG5/nofy5cbeDyCW2+NcfHF1jGkhHAYrrrKT0mJTlB0gifM17s/yrxrfVRXKZirVlH/zaksfE8rG/bX4D0YR1d8XHCByaRJI4unhBAEAgECgQCNjY1IKRkcHKS3t5edO3cSj8eTcq9gMJj0F7ExTROPx4OmwQc+aPCjH5XjP9RJbNCL3xNDSslzXbMJJ7yoqiRianhNyY4dgjlzzKS5XDFwk4ZXDtlWImzZkVNyFVy3hSIs/fIjSMkImUN5bCgpNRrwldIWirDkS48kt0uVJtxx/rXM7zgwohXs7ee/O6MhiIuLy+gptumZzWhbnEoYtpLRFoqw+r7NfP7PWwjrI//+Zfu++Pb5145rLdZLOmlI915wmjDE43Gam5spLS1l9uzZDAwMFHVcqQG+LUcKBoMsX77c8QpIOvlWGo4dO8bevXvHzd05FrMCu9Fo/4vlZD0eSAm/+52HX/9aQwhoaJCsWROjttZHfX099fX1SCkZGhqit7d3WD2ExzOBW29tON7dyOps9LWvebnzzhjf/GaMrVsjtLV18MY3TsWOod/7Xp3160uwvekMQ1BaatUzlJRIAgFrZv2HP9S4+24Pfj9EIiLZXamxUXLwoKCrSyEaFTQ0mCxbZvL732s0NkoWLjQRAnp6BIkElJdLDJ8P/5lNhIbKePgfOvv3K5SVSd72tjomvb2ewZ9ECbd7mLcIPvCBuKNuC0IIysvLKS8vZ8qUKbBzJ4P9/XR4vbS2tpJImDQ3N9HSUsOUKV5WrpTU1VmSr4oKSWsLRPqDIMAnYhzqq7YKuYTANMGQ1jloGlRUmLztbSN9MEaLmzS88hiKJZIO0V+6fxuVWdyYsxEMaAS8nqyBRjZn1gtTpUbHpQOpx+0N66y+z5I/HaqanLEV7OGqesfjdHFxcUau1YBcv3Oy3wq/x5Fbcz50Q2ZdEc31fTFWt+lcvGQdoW05kq7rSTmSk8C0u7ub559/nilTpjBv3jw8Hk/RnJZt7HF0d3fzwgsvMH36dGbPnj3qhMHeZ6aVBtM02bVrV9KtejwSho6ODl588UU2bdrEiy++yMGDB+nv739Z1EVs2qTwy19q1NRYM/gHDgje8hY/b3iDnw99qIQDB6xEtKysjKamJhYvXsyKFSuoq6tjz544XV0D6HoXAwMDVFVFaWmxiqAVBR55xMcvftHAf/5nCb/6lQfThAsuMPjWt6JMmmQlB5omqaiQlJdDZaWkv1/w9NMqoZAgHFbo7xeUlUmklMyebRKNwtDQiYSgpUXhyBGBxyM5fPjE819TI/F6YXAQwpW1dEVL6e0V/PznGhs2qDz6qIcPfKCER/7h5ayLy7noYgXThHXrRjeP4P3f/6X6r39lxowZLFu2jM2bV/GXv0xm82bJb34T5aabqnnxxRC9vSE+/3kfHpmgvqSHCd5+QvFSXj/vAEiJKkwMqSCO94Lw+y0fi2L69o2mENrlpYmtW04P1AdiCZQC5jGktKROTt/y3XXfYvsdVwxznd5+xxV8d923RmyrG5b86dyZ1Vyy899ENB93nvcuIpqPS3Y+ybkzq0e8x8XFZWzkSgpu/4/FfOfKJfi1wmsbrz6rKadbczGD7kzfFzB2t+lcvCRXGvJ5L2R7z759+wiFQsMkQvkcoUeDlJJYLMa+fftGLUdKJ9NKQ6rHw3i4O9tdnvr6+pKrJLqu09PTM6yNqa39z3SedrJzuq40tLQoSGnVIpgmtLUJwmHB9Okmhw8LPvWpEn7zmwipteR2PcQZZ1RRVlZCMGhgGHH6+2MMDkbZvXsnTzwxgxdeqCQWkxw8qPD88z6eekrltttiXHKJwbJlER5+WOUHP/DS0GAmg/9oFBKJ461GPVZBdV+fYGhIMH++QWurNd6KCivpkNL6fXm5lSjYBAJwyy0xPvQhjc5ODU1TURQrkSgthUmTJBs2KCiYKEYcNC/BoGTfvlF8pQ0MoG7aZP27vx/dX8HDD/uYPt0kFCrj+ec9hMOwZctE3vnOY/T0GJQZQ0QTKl7NhECAijeehbpXxRuOE8f6otY0a+VkcFDQ3i6YMaM4SWosFhshn3J5eZJNt2wcf82W8+WjL6Jz+dIGbnAoa8olNcpEeyjCUzddxP87+H5u7f8vukqrWLvgQt5YEXeLoF1cxoFs7s9BvzZshj5V2phL0qQKwdVnNfHVyxcl6xMycceVS/jcn7cQySA5KpQfn3UFt77+xPdFfX9X8ndjcZvOxUsqaUiVIxVS7GwH19XV1SM6FhXDaTmVeDzOli1bkFKyYsWKMa0upJK+0mC7O4+mqNoJ9nlUVlayfPlyDMMgkUjg9Xqpq6ujrq4uKdvp6elJ6trtDkTBYLBgU7xTwaRJlpzHNC0n56EhQTBoBRJdXYLt2wXve5+fW2+NsWDB8Odk6lTJpZfqrFunoap+pCzh85/XWbz4DP7nfzR27FDo7S3D45GUlhps2yb42c80PvlJnfp6yfvel6CpSXLHHd7jqwwwOKgkgxi7dWo0atU6RKOW6dqECSZNTZZbdF+fIBoVXHRRgmXLzGRBNlj/nzIlzsKFMQyjgocf9tDfLykrgwkTJD4f6J39iK37kEuX0tkpaGw0GRyEffsU2tsFEydKli83c0qW1M3Hu8tIibp5M/rZ5yd/989/WoXfIDEMlXvumYyUkp5oOUIFU1fxCpOGhr1c9PoGNqwPYB6N4xMxvNXlVFdL+voExVYTFetz6XJ6k+8Pp5RgPZ25sdsWZgs00ilUamTv/ytf+0++knfvLi4uYyVbk4RbL1uQ/Dm9ycK5ax7L+PlvCPp56qaLkj9nSzAagv7kPlNrm0bLlvo5yX93lVbRVVo1bAzjwUvmL6ftvWAnDE5nrjs6OtiwYQOzZs1i1qxZjhyhR0tPTw/PP/88U6dOpaSkpKiBiZ3cSCnZv38/e/bsYfny5eOSMPT19SUlXLNnz85ZUF1WVsaUKVNYsmQJy5cvZ8KECYRCoaSUKRaL0dfXd0qkTE5WOFatMnnLWxIcOybo7RUoCkyfbrJnj0JHh+WN0NMDn/60j6NHh+9LCHj/+xN8/esxbrwxzmc+E6ezU7BuXSn795cSj3vxeEDTBAMDKoYxxK9+pfPJT/bx5JO96LrOa19rsHZthPvui1BZaSUFqkoykTEMgapKzjrLoKbGaumqKIJQyKpzuPJKneuvj+H3Sz72sRI+8hFLCqXrVicmr1dSXm6yZYtCZaWJaQpUxaS9VVJRLrk4+DQ7dnu5916FJ55Q+fOfPbzxjX4+8pESbrvNy5e/7OMnP/HknI1VH3/cWqrx+VD/7//QNHjjG3UOHbJayloF3xK/36rLKC0FVA+6qWEYCpqmMmHCZD7zmQ5ec1EHtU0JhN/LxNoY3d3WOdbWFuf5OZ1XvVyKj5M/nJYALjupbQtXXzzXkWQh1XXalg5cuvvJjH9wNVUUvS2ii4tLbi5f2sA33r6IhqAfgRXQ2/4u2cj0+c/U1tTJdrdetiDvd8lo/1KNR6tVm9N/KhhLWnTkyBEikUjOrkDp79m1axfhcJiVK1dmlSMUY6XBDuS7urqScqQ9e/aMaZ/p2E7OGzduJBAIJN2di43t77BkyZIR/g75UFU1KVUCa7Viw4YNtLe3s3v3bgKBQPL3Y3VkLhZCwPXX67ztbQnCYcHTTyv85jdejh5V8HgkDQ1WrcOxY4KtWxXq6owR758/3+TAAcGnP+0jHLbqDY4cUfD5DMJhBUWxuh/t318BwH33BfjrXw2+8IVtnHlmiKqqKoLBKkKhAFVV1grAwIC1n5oak9mzJcdNrjFNmDnTZOZMk0WLTJ58UuW223wcOqRQVSV5zWsSPP64h/JyyezZEtO05E66biUQDQ0mfn2QnkEo1VQOtpZyJFqFqRpMmiTo6VHo7rbcoCdMMBkYgL//3cNb3mIwuXIQ77e/jUhrHPDMMyq/D38KieCq9rWcO/hp/ssUTPacyXP8J5jgLwMpPei6oK8PDGklZB6PtSLy/e9X8Je/aHzve9bn6bnnBtizJ0xJSQ9Tp/axa9eJzkzFMOJzE4dXBqsvnuuoF7vEChraQxGCAc2S/WVwbk3txpRq3laV4T2B+Tfxrh2RpOv0p+cHuGP+4mFmUoUYO7m4uBSXXO2as20P2X1hCtku/bskVSoZ9GvJFY8v3b8tWVTt1xQUIRiKD49DApqCT1MJhYvjNp2L0zppSPVeME2TaDTq6I99OBxmy5Yt1NXVMW/ePEeO0KPF7sRUVlY2boE8WDrsQ4cOMW/evKK2h7UxTZMdO3aQSCRy+jsUgtfrxefzMW/ePBRFGdGBqLKyMtnn/1RKmYSwpEYgOeMMq0Xqf/1XCYGApK7O8leQUpArh7r3Xg1dFzQ2WoH6/v0wYYJBZWWcvr4SensFpimYNMkkkRAMDXn47W8X8cgjA/T29tLd3UVDQxn795fh9QoqKxU8HoXPfjbO3/6m0d4u0HXYu1fQ0aHS3Kzy619DWRkEg5LSUku+tH27wvz5Jlu2qLztbXEuvrifRx4pp7RUMjQkaGoy2Pqch/6Yj0O7BlEJciRajcen4/VaKxSWxElSWmq1bu3tFUQiQH0A88wz0X7wA/B4kMEg63tnc1PrBynRDDzC5Obe/+ZrzT+nNTKRJ4428KrAJp6PLyESVZHS+hwmElaHJOvf1n+HDgmGhiAYtAL6s88OcPbZAWAChmEkjfgOHz48JiM+wzDchOEVhP2HM18tQtCvDZMX5Nunoz/ISxu4IMeYXFxcXno4/fw72c7pNumkG72FdROJGNdWqzanbdJgy5Fs7wWPx0Mikb/t4pEjRzhw4AALFixw1EloLElDb28v27dvZ/bs2dTW1mY8h2IEKK2trRw9epTGxsZxSRii0SibN29m0qRJTJ06dVwKqm0pk92FyDRN+vr66Onp4dChQwghkqsQ5eXlp1RzvmSJyZe/HGPNGi/t7da1OPNMgxUrsj8nAwNW4S5YM+fTppmEQgqNjVHq6rx0dgqOHhX091sz7IkE7NmjcMstAaQsZfHiej7/ecmXvqSwd6/VySgQiFNSspfVq0vZtq2G/ftLOHbMw+CgFcTH49DbC3V1EsOwVhL6+wWDg4KpU606hDe9aYBzXzVAyb4Qv1g7id8+XI9MGEzUQsQHDJrFdEwEkTCYgxHMmIaChkwYyHCUeCyAz2e1okUIEm97G+aCBXi/8Q1EVxffPvgfbBuYhipMyrUIDf5uPth8I92RMgJanIlT/cz0e5g3r409e+rZutVKTGwUhaRsqaIi87VVVZWqqiqqqiy9pm3E193dzb59+5K/d/LshMPhglfQXF7+uHmki4vL6czajW3JlQslQ0vYfOaRxeK0TBrsVqpwwnshX3BvGEZypnzVqlWOZ65HI0+yjeE6OjpYtmxZRqmNvd9CZkHTSXV3nj59+rjMkNou1fPnz08GZScDRVGGBYLxeJze3l7a29vp7++3pEyVlVRPnHhKpExveINBQ0OM7dsVKislF1xg5Gz7+drXGjz/vIrXa61MeL3whS90U1bWz6JFDfzjHyqf/WwJpimTnZp0Hf7yFw9nnmmyZ4+Hc85JYBgKtbWW7t/n8/DrX8/hf/5nPytXNhMKVXDs2Bl4vYKSEnF8xUIQDJpUVAiOHbMKpktK4B3vSNDdLfjOd2o4fNjHmQNHeWPou2wXVxJTYb8xhYFEKWERQMVEAl1Ho1ZnJhFhsuhkqDdIoKaEm27SSW2MZc6ZQ/R73+OFz/2NR59cRMzUUDCJmR46oxWYUlDpjzHkqSZ8DGprJbW1UR5+WCUWsxIFeylWSqvT0xlnmCgKRKOWNKusTPLvf6scPGh1TbrwQgP7o+TxeJgwYQITjmu2Up+dgYEBfD5fMokoLS0d9rkZGhpyk4ZXGE5aD4aK0FPdxcXFZTxIX1nI1i52vDompXJaJQ2pcqT0YudcScPAwABbt27N64ScCUVRCirSTTWGyyVHGmvSMDQ0xJYtW5Ln1N7enkykioGUkgMHDtDR0eGoLexoExYnTtZgSZkmTZrEpEmTkFIS6eoi9re/sfvMM4kZhmMp05Ejgo0bFY4dUwiHy6iuNrniCkgtaYnF4Ac/0PjXvzxUVUluvDHOokUjE8cFC8wRHZNSefFFhT/8wUMiIbjssgQ33BDnL3/xoCjwX/+ls2BBhMHBGPX1kne/O8Gjj+r84x+WX4PfL4lErKB/2zaFBQtMHn3UQ0mJZPLkE8fo7vbg9TYxe3YjkQh897vKcaleAikVysvh0CGT6mrB8uWSa67ROeMME78fbnzbUQ63QlVphA3xqeyOXsNgDKKUEDIriZoaHsWkXuukUhtiVkkrH570Z9rEFB4tvRR1ThnvvErn/PNHfu5Mfylf2fI2DFPFkAoJVKQBIChVIsSFj3DEWlWJROBXv5pqSZyA1By9stJk9myTT30qzjPPKHz3u150HdrbBX4/VFZaKyrNzQluuEHPOCOc+uwARCIRent7OXjwYDJJqKqqwufzjdrY7aGHHuL666/HMAz27dt3k5RyTervhRCfBD4IJIBO4ANSykMFH8il6Dj5QzpenUZcXFxcxsptD+8a1uUpGyfje+y0SRpM00TX9aQcKVOXo/QVASklra2ttLa2snDhwnE3bAqFQmzbti2rHCmVsRRYHzt2jH379g2TWDkNvp2QSCSIRCJEo9FxrcMYLUIISvv6qOzvp3ryZIxJkxxJmXbuVPj4x33HpUAKHk8d9fU6Tz6p8J3vxJIrBXfeqbFunUYwaLkrf+ITPn796yhNTc6v79atCp//vA+v19L/f+1rXm6+Oc6PfhRLbtPRcUKeJgR88YtxNE0QDsPzzysMDVkBcV+foLlZ4YwzLE+CeNzyU4jFrPdVVVnjmj0b5s+XHD2qoOsqTU0G5eVxPvvZffT2DvLcc5P4/e8rWLrUwznneGgPVzE5sRmlT1IRGOJAvJpwwMuRgTKQJhKFaZ6DrAjsQDdU6qJtvCbwArGvXs7bzm4CkV0O2Nkp6GrV0ZQECdNKjE0pUIREJcFg2IfisVYSVBX6+7W0lRqJqkhWLDf49pdD+KoC/Pd/+6iqslZqNm5UKSuTzJljIqXVuvXaaxNMnJj/Hvn9fvx+P5MnTx7m5n3LLbfw5JNPUlJSwh/+8AcuuuiivJ9jsFb8Pv7xj/OPf/yDxsZGfD7f1UKIdVLK7SmbbQRWSCnDQoiPAt8Crsy7c5dxJ19/9fHsNOLi4uIyVpxMfJys77FTnjSkei9A9v7pqqoOq2lIJBJs3boVj8fDqlWrxiQDcjJGW460dOlSAoFA3veMJmkwTZPdu3cnOz6ldokplp/E4OAgW7ZsQdO0vEXinZ3w0ENWN53p0yWveY0lJSmE0SY7yu7dSI8HcfAgSn39MCmTbTA3TMpUXc1tt00lkYBQSFBSYunkhYDNm1Wee07lvPOsTP0f/9CYMEHi8UBJCXR0CDZuVGlqyl8zY/PooypCQHW1fW6Sv/3Nw2tec2I2oK1N5be/nUQk4uOMM0ze+16d1avj/PCHHuJx9fgsvEi6PH/hCzG8XsH//I8XRZFIKfjsZ2NJrX9NDXzsY3F+9SsvQkhMU/D+9wtWrJjOLbf46Ooy8Xoj/OUvBi+80E2fmIA2YxbBo+2gJ+gzyphc08+iuqPs2e9lrzEdQ6ioJDhq1PDWqeuJffObmCtW5D1/r4iTGIygywoSUkUREqFI5pfs40B0MprUQfVSUQE+34kEyJIlSQSSgCfOq6a289hnNvDL/rdz6JDC7NkmTU3m8aTJ6rQUjQoGB60Eq1BSa2nuvvtu/vnPf/KLX/yCvXv38uMf/5hXv/rV3HrrrTn3sX79embNmsWMGTPsl/4AvBVIJg1SysdT3vIscG3ho3UZDzL1Y7e9GRrGudOIi4uLy1jJNvGhCoEp5bh3TErllCYNUkp0XU92NHHa5aivr49t27Yxffp06uszm+UUC13XaW5uxu/3FzQrX2iQbxvQTZgwgblz5464FoXKqDJx9OhR9u/fz6JFi9i6dWvOQu1wGH7zGxXDkFRWSjZtUhgY0PiP/xi+RBaLwZNPqhw+bBmBveY1BqkLPqOSNYXDKO3tmI2NKHv3Yq5aBSlJoaZpw6RM4XCYnp4eWloi6HqUeLwcr9fu1GMFqoODJ3YfCFgJhccD/f3Q0iL4/vc1BgbgqqsSOMk/7boEG6sQ+cQLAwPwve9VEY+bNDRYUqbBQS833RTn05/W+f3vrcDf1vYritXdqK9P8Na36kydajJ9uuWInMpb32qwYEGUY8cUJk0ymTVLsmOHQleXoKlJoOsB4nHB7t1BzjsvzD//WcGxklI8kRDLSjZyxGhiQ8dk+nSNqKmxP9FIKFHBm6Zv542z9/DYfcto2+Vh9myTlSuzm7pt/1sLffE6VAGqAiYK9ZNNKifUMmNnK/ujdeimh6oqKykSAhIJ67OjYFLr66dO66Jvexf/t30e9csiHD1aysGDCn6/xOeT9PQI1q9XSSSgtFTyl794+PjHM0uUnBKPx5k5cyY333wzN998s6PPVFtbG01NTakvtQJn5XjLfwIPjn6ULsXEaZtEFxcXl9ORbEZ0+XwlxoNTljSYpkk8Hk8GrvmCS0VRMAyDAwcOcOzYMZYsWeJoxn8s2HKkWbNmJfXSTikkabCLkXO5OwshRr3SYJome/bsYXBwMLmCkS8J6eiAoSGwY6XGRsmePQqxmIHPd2K7v/1NZdculZoak+3bFY4eFbz3vYlhUpScgVk4jAiHh70kjh2jN+JjoL+Sqr4Q/oMHLXF7CrK8HHw+S8pUWkppaSmXXKLxhz94qKy0ugpZCYUBSOrqQphmKYqi8IlPxLn1Vh8HDlgyG5/P6nz0s595kRKuvTb/isNb3pLgkUc8tLeLZGHvlVeeeF9rq0I4LKmttQqoGxpg1y6FcNiqZ1BVSey4kkkIK+n48Y815s+XHDkiaG1VWLTIoLZWsnp1nClTTlzDWbMks2ad+PLweCxJTywGzz6r0tcniMWgttbP297WSnV1GXMmBZj5u/t5w+O30jZQCVISowSVBKgqT7TN4oP6DcRfUNCOKPztbx7e/vYE73xn5mvxyINQXx2lri5If1jS1WW1Zn0xFCQSq8REIOOSA/stczrTkHhUAymFtcqgxqj3dKIe2E8ps6kItTKzvpFdB0s4fABmz7MM9hTFWs2ZOdPk//7Pw8UXJ5g9e/TJc3pNQ7GbCwghrgVWAK8p6o5dxkRqa0O7C8mN92xyEwgXF5fTntNp4uOkJw3pxc5OZ+51XScSiRCLxVi1alXRdfips+5SSg4dOsTRo0cdy5HScZI02MXIqaZwY9lfJuLxOJs3b6a6upply5alaOxzy4Y07UR3GyGsTj+qakl6bMJh2L1boanJmpEuLZW0tAg6Oy234pHnawXOR49aqxJnnGHiOXAA9amnwDCwW/S8eKCGdfvOAU3Do0/mqqHNzKrtSx5U+v0YF16InD592P7/6790BgcFDz7owTQtacvgYAklJQa33FLCjTdupLpa44wzqjn33CZ+//sAiiJQFMnOnSqLFhk8/LClnU8krLHqOsydaxUWpzJ1quSuu6I89JDVQvR1rzOYN+/E/SkpkRjGidWIeNxaLPF6rRUOn8+SJMGJbY4dUzjzzATHjikoinX9YjHBd77j5fbbYyNm2O1709RkeTT8/vcaAwMCISRlZdDcLNiwoZ4pU+BVjW1cadTi9UCQfvopQwIJPPQnSkiogsdbZ7O4fA9D++IE60r46189XHZZYliSaONfOod4u5faiZKSiKSlRSGRsM7F9mOwz800oUIZwDQ1BAIQJKRKKFFGIjxIVJoou3YypeQQZqKBVy1R+a9vN/Gxj/lpaDix2qGqVktZS1gyOkbTPamhoYGWlpbUlxqBtvTthBCvA74AvEZKGUv/vcupJ70LSVsowuf+3Ay4/gkuLi6nH6mtVicH/SfFiyEXJzVpSPdecDrL19PTw44dO5I6/GJjz+Krqoqu62zduhWfzzem5CRfkG/LngKBACtWrMh7nNHUBtgrJXPmzGHixIkF7a++Hs4802TjRssZOZEQvPnNw6U79r9N0/q3bYKWmlikHueRR1SefFKlpMSaFV+1yuAtb1mA9PvxPPEEUtMIlUxi3eE5TJoYw+uJEI6p/HHPMj51xg68PccgGMR47WuRGfwqfD74whfifP7zcb7yFS9//atkwgQDr9fH0aOV7NhxFu99bz+dnT08+igEg0MkEn68XohErNqNCRNMolG44QYfW7ZYdQuTJkl+9KPoiCLcqVMlH/lI5o5W06ZJVqwIs359IOnN8L736ckVmNJSSV+fILUhWDhsrRTYLslSQk2NlYjFYlZOFQ5bRdg/+IHG9u0qVVWSc881GBiw7oNhWNd8aAgGBxVU1cOcOTr/espHq/9SJhrHiHmq6TZ8YFoBfNT0EY2UAJIn+5bi2W5g7FQoLTU5cCDGvHk+wmG44w4v//qXSnk5XHmlTiAgOXpU0NJinYfPZ40v5e4fD+8FUdNPhWeIqFlOgCGmelopNQd4wjyfajXEoXgDmqLQNMfLDR/ooLr1GLMrZrG/ZSJ1TQoDA1ayNW3a2CR6o+metHLlSvbs2cOBAwdoaGgAuAp417AzFWIp8CPgjVLKjjEN0mXcyNSF5GT1N3dxcXEphNNxkuOkJQ326oJTORJYSca+ffvo6elh+fLlvPjii+MyNrsz0+DgIFu3bmXmzJljNlHL1O3Jpq+vj61btxYkeypkpSG1q1S2lZJ8SYOiwGWXSebPNxkctNyNa2tN4ERy4/PBueca/OtfVqvQWEywYIHBhAkj9zswAM89pzJ1qkRVrQB3wwaVc84xqJ4xA33CBDz/+heDOzsRchZej3WuJV6Dfe1+Nj+nM33FDIJvXMmIaf8R5wYtLQolJYnkz14vtLUpBAIBGhoC+Hx+amutbkWxmETXTUKhKJdccoRf/7qaF18MUFtr1Ry0twvuukvjK19xXokrBFx9dYglSyJo2iQaG81hspp580x6ewXhsCVvshOvUEghEDAJBKxkJRSy5Dk+H+zZI/jYx0qOy5wEjY0msRj87GcaM2YYCDHcA8EwLOkVCYN6eYTdPROZO8+gv6+GxM7Uj75I/j+BB8NQ8SgQDit84QsG11//AuvWzeHpp2uYPNlE1wU/+pHGLVdu4eBug2/ct4DaCQmO9PoRqEhGfrYNoDdRjolCCTEqwsfYw2yOmRMpYxDhUXj/1Ed4W+0LBH4SQ3R388VJC/jGlDVsbw0yYYLks5+NU1Mz9qSh0Dooj8fD9773PS6++GK7ruqPUsptQogvAy9IKdcBtwFlwL3Hv9sOSykvG9NgXYpOti4kJ6O/uYuLi0shfOn+bafdJMe4Jw2jlSNFo1Gam5sJBoOsXLlyXIzNbBRF4dChQ3R2drJkyZKimD9lCvJTg/lCj+N0pcE2hANydpVyUiOhKDBnjjy+X0kmm4jzzzepr9c5elRQVWWZdLW1CVpbBWVlYBgKx45BV5c1+20Pxw5uDeO43KSigsSb30xV+EE8m2MMRlUCPoOntk+g/ZiHv5avRPFN5drFOjNmDL8OsZi1f58PJkyw9P1nnGHw3HMKfr+JYVjyoGXLrPNVVbjoIp0HH9RobJT09CgEApL/+Z8EM2YofOMbUeLxMENDBh6PRkmJxoEDha84CSFZuDDO5Mkj+yu///06O3cqRKNW0hAISOrrJb298NrXJujsVOjrEwQCcP31ljTps58tOZ7kCDTNSoL8fiOZbKiqNRtvrTZY/2maiSceIeYrx19Xy+q7JR/9qFW7kel+g7VapGm2WqyaeHwlf/5zCeEw7NkDXq+J1ys5/PgePrrn//Gw/kPaonUMGhMZYkKGKyERKICBikTB4BHjteh40NCp1vpRguU8Png275q0C44OYZx9NuWf+ARfm1iCaUYplhpxtOZub37zm3nzm99s//g1ACnlF+0XpJSvK8oAXcaVbF1IXJ8GFxeX04m1G9vozWI6eSonOU7KSkOhcqTOzk527949ojDYDnSLWc+g6zoDAwNomlbU1q3pSYNhGGzbtg0hxKiO42SlIRwOs2XLFiZPnkxTU1PO610s3wchYPZsmZxFb25W+OMfPaiqVQcRCjVSWRnA5/Owd6/C0JDJvHmSUEjQ0CCTHgQAGAZl4U6uuqiMPz49lQMtGkd6S3j9sjYqPWH6K5pYu9bDJz954oPU3S345S899PcLTBPOOsvgmWdU/vxnje5uydGjHhob4eqrdS6/PEE8Dp/7nI8nnlAZHLRkQxdckGBoSPCtb5WxYoWfs84yeeopLz6flez29uosXnyEHTt6qKmpoaqqalg73GyYpjyeFJ0gkYAf/tDD//6vRjxuyZS8XqiokCgKfOUrMa66KkF3t+WMXF4uefBBDz//ucrmzQrTpplJwzQpYc8eS6JUU2N1G7JqIQRer7WiU1pq0BGpxFNdxWc+G8cwrJryykqTgQElWbeiqnaHI+v/8bg1nv5+wde/XkI4rBA5btYWi1myrdt3voWl7znELb+9g+vbb6XPLEcgk5Kk5DOCtMzfEKiYHKEeqy5BIhGsj5zJRfoTdHpqUFpb0a+9lsTll2Pr3IpZvjRaczeXlwfZupC4Pg0uLi6nE7mc7E/lJMe4Jw326oITaY3tUzA0NMTKlSvxptr4cqLtarGShv7+frZu3UogEGDGjBlF9Xqwuz3BCXfnpqYmGhsbR7W/fEF+V1cXu3btYsGCBQSDwTHvLxV79SIUGqC9vYFwuIrp0/2sXClJj53//ncPtbUSvx+iUfi//6vk4oslTU2SqiqDDRtUhEhw5pkmF11kDK9/OHYMaRhMr+ll9fI9bByczV+fHKKyVMBAnFLCtA2UJQuAYzH46U89dHYKZs2ypES/+IXG5s0qpaWShgadvj6Vpib46Ed1FAV+/WuNf/1LZcIEK9A+dkzw5JMqtbWS0lJ46CEPr3qVweWXJ1i3zoMQHs47z+CrX52IaZbQ3d1NS0sLUkqqqqqorq6msrJyxDP5xBMqn/nMdMJhlUWLBLffHqOuTvKd72h885teTNPykgCYOFHy3/8dZ948M7kaUlNjyZJuu83L888rVFbK40mCFejbHycprVWUu+6KsnWryt/+5qG/36qFmD/fpKvrCGeeWcOiRR4WLDB58knrGV+yxGTDBkE0KpLSqLIyk74+kSzU9niguxtUVRwvcE59fqC93c/uadfx6p9dzIUf3MTmPfPQkPiUBANmKXbiIFEAiQrHC6ElKgbmcalbmBIOe6ZxYf0O9Pe+l8Tb3ubouRwNbtJQHIQQbwS+C6jATzM4ZPuAXwPLgW7gSinlwZM9znROpy4kLi4uLtnItZpwKic5Trm5m409Sz5p0qSMPgVwImlwMsubCyklLS0ttLW1sXjxYg4cOFAU47RU7ETp6NGj7Nu3j0WLFlFhu3SNYX/pSCnZv38/PT09rFixAl+mVjcZcJo0RCIRNm/eTH19PZs2zeGZZ0yGhqL8/veDzJwZ5+Mfj9DUVIXf70dKK1Gwc5Z43PIfsOPpsjKYOdPk6qsTVFdnGNPevYhIBNHfj/mm1zOlfCpq6wADnfsoI0b77iHmvtqf9F345S81Hn3Ug88n6eiwVhk6O0WyEZOuW+1NOzpUursFZWWSrVsVvF6Z7MgjpdV2VdetILmxUfLMMyqPPhrmYx+LYxiC6mqJEApQmXTo1nWdUChER0cHe/bswefzJV2qu7pKWb3aB8SoqjLYudPLjTf6+MQn4vzwh14SCSswj0bF8fEJLrrIoK5u+P3o74cXXlBobLTGe+GFCR5+2JOUH6mqNQuvqpbM653vtFqk3nefhzVrvGzcqBKL1R1vB2slsOvXKzz9tAdNk5SUwOTJJrW1JoYh2L9foaREHO+WZdWoDAyoKIoc4V1hmhCPC772NR/fLVtAd3QBqhJhyPQhzdSNrZUP+98eDKtuAs/xFQgPYfysqNjN9YseRXmxBtyk4bRGCKECdwOvx/KseD6DQ/Z/Ar1SyllCiKuAb3KaOGSntl91cXFxOR3JJqUM+rVXTvekbNimY/Pnz885S55q8DZaMjlJF2O/6QghaG9vTx5nrIlOJl+F1A5My5cvL2gFxknSYHetmj9/PlJWsmWLoKZG0N5eSkWFZPt2yR/+0MvFF+9BiCjBYJBZsxrYvj1IXR2EwwKfz5KhgCUlqqiQZMyddB2lpQU5YwaJ88+HigqqgWtuqGTt/y6kfeth5gcO8OZLg4DgqadUWloEgYAldTJNyb591ox8S4ul65cSdF1QWSmTTtazZlmz7fa59/QIhoYE8bgV2HZ0SGbOtFrLWo9i5mukaRoTJ05MdqUKh8P09vayf/9+/vWvANHoHMrLEwjhobpa8vzzKu97n5+enhOz9kJYjtCJBHzgAyU0NEiCQZNEQrBihcEb32gVctsrARUVsHy5wTPPeJLdlRIJyx/hwAHBggWwY4fgS1/yEgxaidPAgM5DD5Vy9dUxVNVqy1pfb9LTY3VkGhwUvP/9Bj/9qZe6OsmhQ9DXJyw/heOJSTwuRrR7FcJKsg4fFgih4PMkGDL9gEQn9Vk/UWRtoBz/2W6bKvGSYIZ6iPfqP6OiohGxezeEQicyzyLjJg1FYRWwV0q5H0AIMcIh+/jPtx7/933A94QQQhZDE+ni4uLyMieblPLWyxacwlGd4qTBMAx27tyJrutJ07FcjDW4t+VI06ZNY/LkycnXR+uBkI1oNMqhQ4cIBAIsXbq0KEXc6YXLAwMDNDc3M2PGjFF1esqUNPT3wwMPKBw+DH5/JwsXHuCccyz/iO5uqy5lzx5BPG4Fkj6fAIIEg0uYNUunr6+PpUvb6e09yuHDFUya5ONjHzvKwYOzaWkRTJgg+Y//SAyTJKVinHOO5b2gqoRC1mvTpklu/IKGjDWhHDaRx4P/Q4cUNmxQMAzLj+HYMQWfz+STn4zzox952bBBxTBUystNPvYxI9ku9f3v19mwQWX7diUZvPv9J2oP4nFBU5NRsI4+EAgc78zUQDQq+PnPNUxTJxaL0dkp6evz09CQwOv1EI1aKxt24hAIWPUIW7YoVFcrXHFFgn//W0VR4I1vTPDAA9rx7lSwaJHJ/v0mbW3H3ZUV8Pkkf/6zhxdfVFm71sORIwpdXdaqjh3c9/db18k2S6uuts65t1dw5AhEIpakzO68BHYHJsuzI5GwOlDF0xpI6bqVUMRjCiYipaYhdYXB+lnFRKLgIUE13UwUnUxohMiEKXTWvwFx7HFEOIy6ZQvGq19d2A1wSDgcdpOGsdMApBpXZHLITm4jpUwIIfqAGqDrpIzQxcXF5SXM6SqlPClJQ6ageXBwkObmZhobG2lsbHQUWI82aUjtWnTmmWeOCBqKudJguzvX1dWhqmrRuj6lJjZHjhzhwIEDGc+lkP2lJg2GAb/6lcKRI6DrR+jv15ByJa9+tbVNMAizZxv8/e+WvMYOtru7BTt2KAwNaUybVs38+dXMnw+xWIzu7m4OHuyisbGbQCDIpElVVFZWA96RA9I05KxZ6Drc8v98PPigJXG54AKDNWti+Hxe5OzZDAxYcqLt263EoaLCCnT9fjj//AQXXmhy/vlR1q9X2bWriwULEqxadcKjorQUfvKTKHv2KPT2Clav9hIKiWSAHIsYTJ0wACmz5bpu1Wrs2SOYMkXy1rdmNjyzWbFC8uY3S+6/34fHI0gkPEyalGDChAhdXX48HgVdV5PSoqlTLXmQ12vN/A8NweTJkhdfVPnmN2PMmCHZvdsqHH/d6ww2b1bp6ZHHu1NZwf2hQwpbtlgdrLq6LL+EQ4cE1dUqZWWCOXNM2tutxCEUEpSUWMlGNAo//amXSMRKHtLnge2aCVWFYNBKXAYGrI5Pdqcm0yDZZlWmrCwc3wMgUDCYWtJJtRJCRMOoHoWayjjxmBfdr5L4+Ot5oX0is+67D/Hgg8hVq3KaHY4Wd6Xh9EII8WHgwwBTpkw5xaNxcXFxOX04HaWUp8QRuq2tjcOHD7No0SLKy8sdv3c0wX0ikWDbtm2oqpq1a1ExVhrs2oLu7m6WL19OX18fAwMDY9pnKvZKw44dO4hGo6xatQpPtil7h/tLTRp6e+HwYQMhWggGK5kxo4qWFkFPj0FtrRWYL15s6e57eqwOPCUlkieeUFEUQUmJQkkJfOQjOnV1Ep/Px+TJkwmFQjQ1NSGlpLu7m+bm5mQRcU1NDRUVFcNkVb/7nYcHH1ST6pTHH/fwk5+YXHedziOPqNx8sw/DgGPHBJMmWasflrbfmj0HK5g95xyDxsaBjKtXHo/VGtYwLJ+JP/1JO77aAAGivHPKM4A1022a8PnP+3j0UfW4bAd+9SuNH/0oSmNjZqWFEFYXpJUrjxKLlRONVvLjH3uprCxlyRLLr8LrNZk8OUprawl790JjYwIpteT4wuETHZUuuMDgggtO7P8zn4nx4Q+XEI1aLVmnTTMIBCyZkqLAjBkmBw9asqvKyjh33WW1ov3DHzzEYiLZaco0GSY7yiUcUVVJfb2JzwfbtqnEYtZrimIlDcfPPO09IE0wpcRHHKEplM9t4Jw5R/ntugns7vVQpQxw94c7OOf8uUg5h6Hzz2dw42aa/72fWExn5swSJkyoJhgMjlniB5ZDutO6H5estAFNKT9ncsi2t2kVQniASqyC6GFIKX8M/BhgxYoVrnTJxcXFJQ/pLtEncwXipCYN6QF8oUFvoUmDLeGZOnWq7eRalP2mE4/HaW5upqysLOnuPDAwUFTJk90atra2lnnz5o15BSNd7jQ42MuxYzEWLpxEebnfmkE2GdYdKZGA8nKJlJYe3uOxgtY5c6z9dHYKHn1U5dprEyOOVV5eTkVFBdOnT0fXdXp7ezl69Ci7d++mpKSEmpoaqqur2bgxmHREBms2/MUXVY4dS3DzzT40zVpV6OyEI0dUzjkngaJY9RLz5o2MOXJdJ1WFW26JU1EhefRRD2UlOjfW38u8cDsyehaixMfevQpPPaUSj1u1EQC7din86Ecat94aH1EgfOK4sHDhEMGgRmVlKc3NKuvXK8lZ+zlzoKTEx+CgoLdXoa/PJJFIEAzGOXQoRlmZl/e/P/O+zzvP5JZb4vzpT1Zr2wkTJJdemuBzn/ORSFj3bMIEyQUXGFx33SaWLFmJrlsmcE1NEsOQ7N6tkEgMlyLZMqRMyUMiIdixw3KrLimR+P1WobSikGyxatdAGMYJHw5FkVTTS1nA5G0frGTZSvjJT2Zy3mUmWstBjm7u4vF7A7zqbRMRQqDVTOZnm6bx4osqIJkxI8x733uQw4cPA1BVVUVVVVXGjlUuJ43ngdlCiOlYycEIh2xgHfBe4BngHcBjbj2Di4uLy9g41S7RJ02e1NfXx7Zt20bUExSC0+DeXs1oaWlxJOEZy0pDNnfnYtZJ9Pb2sn37dnw+HzNmzCjKPu2VBiklhw8f5tixo1xxxTKefLKE3l4reLzgApOqqhPvOXBAMDAgqKy0tPJ796pMm3bifmiaZP16ldZWhbIyk8suMzLWTmiaRm1tLbW1tUgpCYfD9PT0sHv3bjyeSQwNNeH3W0688bhg2jSTlhYr+LcnicvLrRoMTbMcxlesMFmypPDrXVoKN9+sc/PNOn++o43P3HUphimY/oyXH/zKSo7sGXm7+NiqEYChITIXdR/Hdj/3eGDNmhhbtyq0tQm+8AUfHo+kq0swOGidl2l6eN/7dN76VpPe3hhlZa309XWxebPVlamqqorS0tLjfidw1VUJXv/6BOGwYNIky+vh8GGdH/5QQwirC9TXvx6jvd0ai5UEWj4O9mNpO1GnJg6pNQ12PYSuW9vquiVVklLwqlclePJJDZ9PHpdV2W1bLZO6igrJtdcmOLi+k007VLoTQdZv8DIQNqxrqAnM6dPp66/nF0/7ePB8D42NJvX1kj17FKZPtwa5d28pL744h/e8J5GxY5Xd9ta+Nrmw74fL2Dheo3Ad8DBWy9WfZ3DI/hnwGyHEXqAHK7FwcXFxcRkDtz2865S6RJ+UpOHYsWPs2bOHxYsXj8lt2UnSkEgk2L59O0IIVq5c6Wg1Q1VVYrFYQWNJbdu6dOlSAnZ7nuMUS/J0+PBhjhw5wrJly9i4ceOY9peKEALDMGhubkZRlOOu2wrz5pl0dVk+AXPnDg/229tV3vKWBM3NKpEIzJ1r4PdbAaPHAxs2KGiaoLHRpOeFQ/xwWxWXvscyV8s1jtLSUkpLS2lqauKLX7QKffftE5hmjNraGJdffoySkioMowRdt2bEy8okiQTMmCGZPNnkHe9IUFJiBcEdHVbbVbt412ZoCA4eVFAUmD7dJFUyv3Gjwpe/V0/AG0UTCfbv8/HpT/v4yU+iTJpk0tFhLSnE44IJE0xqaqyEA2BgwOo4VFkpSVXbpQapqgqLF5ssXgzPPpvgF7/QkrUBU6aY1NVJ/vUvD6tXx6moKAfKgRlEIhF6e3s5ePAgQ0NDlJeXJ1u71tR4qak5cY8+9CGdd75TZ2jISiQ8HpJJQ0kJXHRRgscft1rU2oZuFRWSvpDARJJICFRV4vNZ3ais1QPrHGzfBrut7uCgYNkyg0OHFAzDklNVVkoWLzbp6BC85jUG732vzo+iEwhtN2lq0hkc9HLvvdpxnwmr2Hzn4TIUxRpnS4uKpsnjkisrUSkvN9m/31pRSO9YlX5tysrKkklErnoIN3EYO1LKvwN/T3st1SE7CrzzZI/LxcXF5eVMNv+Gk+USfVKShurqalatWjVmOYE18xzP+ntbjjRlypSCTNQKDfBTE5PxqpOwHaTtgL6YxnP2/nfu3Mm0adNoajohT547VzI3i29IWZkVQF54oTVb3NIiOPNMk+ZmhWhUUFYGCxYYlGgmZX37OdQ3lSNHfCxY4FyVUFmpcM89Blu3Wt2NZs0yiURUenoO8s53dvK7383C41HQNJWf/CTG+ecbSV2+rsP//q9Gc7OCEFBWVs273z0EWDUbP/yhl54eAQmd+o6tfHz505hS8MdN8/hT8zyOhhrweEoIeHUq1SGan0xQ/rMf8fNXlfLZ7ot4vr2R+oYATVMls2ebRKNw4IDC//6vhmFYQfg11+gsWGDd90xqDHt14bzzDJ56SkXTrBl9n89Kauy2tDZ+vx+/38/kyZORUjIwMEBPTw9bt27FNE2CwWDSYE5VrVqQYDDz9f7612N85zuSf/5TZd48y9OitBRkPAED/Qifj0HK0DQrAQiHLXmY7X1hr0x4PJbhW329SXk59PSAx6MQCFjbnnOOwQ03WJ/TzZtVKit1hoasjlX26sWzz3qOJ1WW3Kyqyvb1sBKw/n6rbqa/X2HWLD3j+aRfm8HBQXp7e9m5cyfxeJzKysrkKo3H4xm1MeRDDz3E9ddfj2EYfPCDH+Smm24a9vvT1cjMxcXFxeWlS6bahWz+DSfLJfqkJA1erxddz/yHvxBSXZbTaWtr49ChQwUXV0NhNQ1216d87s5jSRrC4TCbN28ek4N0Lnp6ejh27BjTp08fljDk4w1vMPjznzX6+iy5yxlnmLzudQZveIPBwAB88Ys+jhwRNJX2oRomZn8/mll40anXS9IZGXwEg/XU19czf77kHe8IsWfPICUlHQQCcfbvP+HKvH69h82bFaZNs+RT27dr/PvfAWbMgH/+U6Wvz+pUBCotA9P4/uP9/GzTKkIxP7qhEEl4UA1J3FAIKx6mT+gDfwl1/e386m33smv5lbzn5jls2QLNzSo/+5nGokUG9fUmfr812/6733m4+eZ40hciPUg9+v/ZO+8wu6qy7f/W3vvUOdN7zaT3nklCL0FAUEAQkA4KiAgCUgy+VF8UBEQFFAVUEJSudOk1JCQhZdJ7JtPrmX7q3nt9f6w5Z0omyaQQ4f3OfV1zzcwpe6+19j4zz7Oe577vekVCnjTJZsUKHSGUn0V7u8TplOTm7jrBEkKQkpJCSkoKpaWlmKZJW1sbzc3NbN26FYfDEa9C9G3X6e5WTtkVFRopKSqwj1VhsrMlztYmvI5GgraXLWIMgYAyixNC4HRKDEPxFyIRVbEoLLT5wQ8iPPOMAylVdeWQQ6LcemsEIehXwdF1KC93E43qmCZ4vWAYvcpPuq6qFsnJioiek6MqJA0NGt3dMG2axRlnmLtYkf5rk5ycTHJyMiUlJdi2TXt7O36/nx07dvDaa6/R1taGy+UiEons5Da/K1iWxY9//GPeffddioqKKCsr4+abb57wdTEySyCBBBJI4OuHXXEXzphZyEvLanbybzhYLtFfCXO3oULXdUyzfwBhWRbr1q1DSrnPikK7S0b6ImZCN2nSpD26O+9r0hDr1540aVLcffhAQUrJjh07aGhoID8/f69bxYqKJBdeGKW5WbWrFBUp9ZzmZsGDDzrw+xVZNtUymOjLYUxaI+PdYaTM2eOxTRMWLNCpqFCtNUcfrVqf+kIIwahRPkaN8gF5mKZJa2trfM2WLi3EsrKIRl0EAg4iEaioUMFhW5ug33QzM3jko3noIohDmAQtN1pPxcK0NQRw6tStaHV12KNHY37zmzx2dzatrSK+k19drcjEQli0tgqSk9UuemenMp2zbUlnp3o8ljskJSlOgdOpPBjefNOguxvWrdNJTpacfrqHO+4IM3euqmREIoq/MVhHTVeXwSef5BEO53HooRa5uUH8fn+/VqZAwOSii1ysX28ghKS+XiMpSVJaquRyly7VwMwlWfNSqNdj2xLbFgSD6oSBgEo0DEMSjSoH61tuifCd71jMmGGzaZOGzwdz51oMjMOrqgSbN2tomo1tQzisqgqqDUq9Rn1EJK2tap5eL8yaZXHddYpknpfX6yi+N9A0LU6aBhg2bBgvvvgin3zyCXPnziUvL49zzz2X888/f7fHWbJkCaNGjYpzib73ve+xatWqhJFZAgkkkEACXxp2xV14vbwOt0OLP5fmcXDHKRP/b6on7S8Mwxig+NO7619YWLjPvcq6ru82wLdtm40bNxIMBodkQgd7nzRIKdmyZQvt7e2UlZUNeSd0qBjY7rR9+/Y9OkIPhvR0SE/v0cvZvh3p9fLmS6mE2iymjbEYnitY/14zwwrCnDV2I/a2ENrE0Yg+yZ40DNV70gfPPWewdKlOaqpk1SrB1q0aV1wR7WcE19QkuO02J2vX6uTn21xxRZQ5c1SPu5SS1tYor7/u4qOPIBCwcTjc1NaarF5tM368aqPy+VRffkODhsOl4fR56W6wEEKiIUnzhEjxRDE0i8nOjWya8G3KxXSSvxBUVgocjt41czgkDQ2CL77Q8fkk27apHXOvV6kTXXzxONra3Ph8gt/9Lszhh1sMHy45+miTjz5SykezZ1ssX64TDqsEY+lSnbPO8nDZZVFaW1VVYuRIm0suiRLj80sJf/qTwZ13Ko6HzyfJy5M89phgyhR3v1amRYssVq826e6GYMAgaoIZhY7qdur9KWCDmyDtdgpB242NxcA/Cx0dkJQkKC21mD7d5jvfUddy1CjJqFG7TrY3bNAwDJg+vZNAwMumTS7CYXo4EILMTBlXWzrqKJNhPW1fZ51lcqCtFLKzs5k3bx5Lly7lhRdeYMeOHdTV1e3xfTU1Nf2qcT2Vv4F/nRNGZgkkkEACCRww7Iqj0BaM7vT7na+tBf6PqScdCPRtI6qtraWiomKf2pF2d9yBCIVClJeX77XU6d4kDTHJ1uTkZGbOnDmkc3zxheCTT5Qyz4knSsaM2XUCEAwGKS8vp7CwMB4ADaZqtFcIhzGeeEIpYy0+ghQ7Bb0ijNc0aA2OZsG2EqrbUplqfM73mv5OQzQTp2aSozVjjxuHed558e3zri5Yvlxn2DA77li8fbtGfb2IeyFYFnz/+262bNEIhWDNGoMPPzSYMsXiT38KMWIErFuXhK4btLVpaJrE7Q5TUtLJAw/Aj360jRkzSigvz8bpdHDGGVHKy1VQ6/ZAIKhUgRyGjcdhkpYUxuGEs++aRdhWSWJKitptVyRh1cIT8y4wTVXJyM9XicQPfuDG74+SliaJRARXXeXmnXcC5ORITj/dYuZMm+5uwSefaCxfrtHVpcZiGBAKCR57zMGPfhTF5YJt2wT/+pfBhReqYP2tt3TuucdFNKrae7q7Bc3N8JvfOHnyyVD8+iYnJ6PrTiIRN4GAQBc2Gja21GlsUv7MACHcgCSMk104T2BZkq4ujW98Y+hthklJqpKgaartyuu1aGlR1Yq1a/W4GlVpqWTWLJuf/nT/Wxh3h66urnh1bdiwYQwbNuxLPV8CCSSQQAIJ7At2xV0YDK2B6EGTXf1aVRp0XScajbJmzRosy9pvg7MYdhXgNzc3s3HjRsaPH09GRsYBOeZAdHR0sHr16p0kW3eHZcsEjz2mgufNmwVPPim4+mqTCy/cuZUj5lA9YcKEeKsG7FvS0FcNSFRWorW0YM2dy6Qum1c+T8KT4WZVVQ6tpo+yvGqykgN8sH0m/3j1RKpb05CWxbcPaeBX8zPQh5AY9X1JTY2gokKLt//EPAUqKwXXX+/miSeCbNyoUV2t0d0teqROdXy+JCzLx+jRHoqL/Uyfvoauri58Ph8//Wkxv/lNLsl6ELwaI7LayHa24XOEuenUNfzo6WNo77IxDWXq1t4umDPHYvVq1Vvz3e9G6eoSFBTYRCJqvCtX6tx5p5OtWzVcLkXmdrshFFJSojk5KjkdNkwCkh07RL/5xvr8+946OTmwZUvvhX3/fSMuAxv7CoXU+AZer/XrU+MVC0to6DrodpSodAISs8+fAB0Li10T7o8/3uTMM/fML4hh1iyLyZNtFi924HbrRKMaaWkqqbJtGff9SE1ln1qQ9hbd3d173ZJXWFhIVVVV/Pfq6mrYRyOzBBJIIIEEEhgKbjxhbD9Ow55wsGRXv1ZJQzgcpqWlhbFjx1JUVPSlVDCgv7vzrFmz9slBdihJQ8wZe9q0aXsVzCxYoILATZtUfzpI/vlPg+HDTY46SsbnEOMvzJw5cycJyo0b3dTWehg9WjBnjtypH30glD9A73prq1Yhs7PRKio44vYz6Pjtdj57X9LQ5mbmsCZyUgIArG/Ip6HNR05SADsjhVfWjGHqq2HOPbc3+PT5oKzM4vPPdVJSVJtOfr7N9u2CV14xCAaVipJtq6AaYn4BSgJ1xQpBba1g8WKdtrZeYzG/38HGjU6OPtomLc1FZWUBhlHIuHEWmtZFUlILRVmbEU99wLA8k1SXRugbp5Hl6sL3ySaq208lErXxZCr50fZ21Sr05JMhhFC8hGeeMfj8c53WVuWU3N4OEyfacfJwR4dGaqqqROTk2Lz1ls5DDzkJh+G000wuvTTK7NkWb7yhxdWDUlIUKTrWBdfaKuK+BaGQatOK+Sso+VL1/bjj+gf0CxcK/v3vIrxeSVeXSnxMC3KyDc4ev5qnPh1Fm0whZs+mEoadP1O6DvPmWdx9d3hQbsWu4HQqZ+xnnqkiJaWQF19MIjkZmps1OjuVM3VbG7S0SM4888tv/4/Jsu4NysrK2Lx5M9u3b6ewsJBnn30WlHFZXySMzBJIIIEEEjhgiAX/fdWTAhGT1sCuK/IHQ3b1a5M01NXVsW3bNrxe714p/gwFfQP8wdyd9/eYA2HbdlwWcqheEjFIKXG5oKFBYBgq2A8GITXVZvlywVFHSSzLorx8LaZpMGtWGbrefw5vvy148sl03G7J55/rfPGFzdVX2wx5GJEI+po1yJwcRF0djuZ6Tr1tAqd9awXP37eAxR0TAbBsaO724ZEBhNeD5nFBVLJqld4vaQD47ndNcnMlGzcKlizReeMNJ7/7nSApSfLtb0fZutWgrMxkwQIDy1JBssejguzUVPj4Y4NwWPQE8ypgB+VaffHFUf7xD4NFi3R0Hdxug6uv1sjOTqY4GMVd1ERnURHVc+bgF+00uVzknngiw55tY3VtDtK0MKXiIHg8vQZzAGeeaRKJwLPPOhg2zKa1VRAICMaOtVizRpnh6Tr84AcR/H5l7OZ2q0D8L39x4HbD44+H+ec/Lf78ZyehEMycaTFzpsW6daqFJy1NcuihFn/6k4Onn3bg90M4LOLroOtw/vlRLrkkSnd3r3/EunVqdz8U6h/pN7cIjr9xLK+uDBPpCBDGucuEAcDpNKmsjPDUUyaXX66jaUPPHJxOmDatjcLCfF58Ufk+1NaKuKeG1ytxuVS7Egy9irEv2JekwTAMHn74YU444QQsy+L73/8+5eXlCSOzBBJIIIEEvlScNr2wX+Xg5RU13PhCOVF78D2pgyG7+pXnNMT8BKLRKGVlZSxbtuwAjkwhVmmIuTuPHj2anJw9K/7sDruac4wjkZuby/jx4/dqbWItRccfb/Of/2h0dBBX4klPV+7EwWCQl1/ezKJFo3A6k/n4Y8kll9hkZaljWBa8+qpGYWEUw1CGZBs3CioqBKNGDXIj1tQgli9HSIkejaoxBEMsqS5gY80EssIZHPmfj3GXrEVbvZrTHFU0hnW2b8tHJiczJq2WisY0CIWQPh8gGDly52Rq61aN11832LZN8PnnBsnJiiQbCMCCBQbf/raJacKZZ4a5914HGzdqeL1KbefYY6MEgzBhgs2qVRouF0Sjko4Om/x8k+3bDRYuNBg2TEmx1tUJrrzSRUmJxOHP5rwjzqHsskmM6tnajzlUn3ZGFTV/cdPalY7bZzFjhmT27P6lQsOA4mLJ1KkWhgGLFuk9fgUaGRlhHA4HkyfDCSdYvPmmjpRKWSl2Ld56y+DSS6NceKEZ5yyASgbq6izCYZUUnneeh5YWlYQYhqq8dHWpJOk//wmwcaPGzTe7kBLGjbO5+OIoeXmK1DwYXefuu53UdrhQtm4a/RMG2e9329ZpbHTyhz8IOjq2cPLJgbi061CqcLZtk5wsSE+PtSaJHmdtSU6OqiwdDOxLexLASSedxEknndTvsYSRWQIJJJBAAl8mBvo0HDMue1d7ewdNdvWgVRr2pYe+u7ubVatWxQm8+03e3c3YQqEQ69atG9Td+UDB7/ezfv36feJIgKpeSCkZMQLuvtvkrrt0WlqU5n5NjSAzs42PPlrH55/PoLDQjderKhJPPqlx/fUqUI85JdfUOKitNfD5lJlYOAx//7vgs8+UgtG4cao9pjgtlSO3VRL94nNa3W7cXi8f1M7izep5JHttApECylvq+GnZxziWLSIlFOJa/UGaZx2K4XPTkrSd73fcRGMwG6vLZuZMuOCC/uW1ri74058cJCVJNE1dY8VLUO7PfX0FTj7ZZPJki1/+0onDoTwCqqsFhx1m8e1vh7joIg9NTYKWFoFhaLzzThLLlgmmTes1gauoENTXCw47zCaUncPf1uSSVx+huFjdW16vl2XLknni2WyaAz50r4OMjCCFhY2kplZTUaG8IZKTkxFCkJUliUSUPGhJiVJpam+H7OwoRx0lcbsNnnzSwciRdpxEDcqMrq+RW18IAQUF6rnrrnPR3S3weJTngmUpmdthwyTt7crn4MUXDYqK1DVbv17jpZcMCguD5ORAS0v/3jPbhoULHRhEidL7nMBC9uE06Lqq5BiGIBLRyckRVFSMo6SkGb/fz7p16zBNM24wl5aWNqgJoWVZGIbG9ddH+OEPXXR1QTSqKjB1dcpI7uyzv1wSNKi/J2lpaV/6eRJIIIEEEkhgfzCwqlDTFuTpzysHfa0uBHefPvn/jnrSviDmiTBx4sQD7lfQF6Zpsnbt2jix+kA7L8Oe+QVDQWcnlJen0tYmmDIFJkyA3/zGYv58g44OicfTxV//anLmmTNxuVxxc7HcXNixQxAOq7YapxPS0uDDDz2kpChTtoYGjccfl7z3nk5SkqS5WTn3HnGEjaal8lnJ6Zw7R1K8ZQudSSm8UjGJdFcdoaAXt9NgayCfbZ3ZTOzsRKanI08+mdSzzkL4/XiuuII3p13Ppq5SuPQixp87mYFL7PeLHulQNbbY87qMEgoaZGap11x2mQosS0ok118f5YUXdD75RFUl3n/foLHR5vXXAxx/vBdNA7c7gqZptLQYVFVpFBVZuN1QWakM4ECRlGPVh1jSsHWr4EdXuDBbI0hbEgoKOjs9RKNFeDwZuN1NfP55E6tXN5GW5uKwwxxMmJDD6697CAYFhYWSUaMkOTntpKRk9piVwcyZJhkZDpqaiJ/7mmt2djhvbhYsWaKxZYtGQ4Pg00+VMZrPp8aquBzKifm44yxqa1X1IcaB8PsFN9zgIhJxYxg2DodKUAbCxMBJCEtzYtlaT8LQW2VI8kqipohXs0xTkJZG3ERt2LBhWJZFW1sbfr+fbdu2YRhGvArh8/niib6maaSkQEYGHHusydq1OvX1GsEgjBkjaWz88qsN3d3dB7y1MYEEEkgggQQONO54de0u25AGwpby/1+fhli/fzgcHrInwr6ir89Dd3f3l5IwmKbJmjVrcDqdlJWV7RNHoqMD7rlHZ926PDIydF55ReOGGyzq6wWaZlNU1IimCUpKslm0SFBVJVi3TgVopaVqN74v0dnlgtGjo3R2QlYWGIbN229r5Ocr9aW6OhWYWpaNx1PH2g2pJP3uSmTTepKfewkdF+taxxOI6HSHNaJRWNLWwgjRDWPG4GhpwfnnPxOK6vxdv5j1jcWkBRs586N3CVZ8wuaWTDI9AUZltWKNHk3KkacAiuQ7apTN8OHKpyE52EBqZipXX+vg2GMtRo7s/QCNGWOTn68zdqxNQYFESigv15g2Te/hO6jHQO2Wz5ypDNiiUeVoXFKinrRtVXkBFVh/8IHOE084aG+VuGyBJiRuh0lLiwOv12LRIjeHHVbAyy87aGyE+nrJc8+Fyc3tRMogWVkGgYCbujonum6Ql6ckU7dt03jySSelpTbTp9tMniw54giz35wA1q8XfO97XtrbIRgUZGRIJk60qKoyMAxJRoaktVWQmqqqLvPnR9i0SZnMKf8JwYcfGoTDseRC2w15WWAKt1IusmMEcoGwLQwZJTMF6v3u+Hp6PHDppf2THF3XyczMJDMzE1BiBX6/n8rKyrhKVTQaJRKJ0NHhxjCgoAAqKyWGYSOlIpc/9ZSD8eNtRoz48vjD+9qelEACCSSQQAIHEwP9GHaHg8FliOEr1Z4UCARYtWoV+fn5e93vv7eoq6tj+/btcXfnysrByz77A8uyWLp0KSUlJRQW7nsW+PnngsZGQWFhmOxsm7Y2jVde0Zg6NYTf30V2tpuUlFS6u5UEq2FAS4ugulpJej76qNkvcExKkhQXm/h8EdLSXJSXC5xO4jKeuq4kQv3+FgoL07AsHxDFHjUKfdpkjDci1Lb7cBkWzQEv0hb8K3gG7fOO5yzjKbZsjrIqOJVNLcPwBwxGlwaxugq5a/0MVn9cAFJiRiSnlVVw3enZpKXBOedEefppB4YBM2bY/M+JnzPi9z9j5Ix8jMv+Nui61NeLeHuPECoZ2rpVJQgffmig6wIp1dzOO89kzBgljdrUpBysa2oEzc1Kxeevf3WyY4dg0yaNjg5VmYFkPLqJK2rh9KiPimHAG2+otrCaGg2vV1JTk0RNTRKnnx6hpibKggUO2tt1Vq3KY/nyCKNH2wwfrhy0LUtSWakxZ05kp4TBNOGHP3TT2Kjad0wzNkeNsjKTzZt1MjMlV18d4YILoqSmqqpEbq6krMxi2TKdbds0TFMiZe8F393HzpZgm+qal5TYPURxQaAV7runi7AuaWpSrVFHHWWRn7/7z7DL5SI/P5/8/PyeNrNuysvLWb9+PZ2dFpY1idpaF11dXgxDJbPJPkmgfBuNG5MZMWL3Tuv7g0AgsNdE6AQSSCCBBBL4qsKhiYPCZYjhK1NpqK+vZ+vWrUyaNGmP7Uh9/QL2FjF351Ao9KVWMhoaGggGg8ydO5eUlH0LhFavVnyENWsEgQCMH6/F1ZOam4O0t68iPX0GbW1OTBMaG1WLyuzZkmBQxltYYlzVSET1w592muSuuzQ6Ogza2gQFBWoXedMmDSEkkYgNWJSUpNHc7GTiREWkDgcsnn1KZ1VrCRFTo7HDTWFyJ6k+kxSnyfPlM3kreSarVkicIkpbxEOGp5PcpKUkeRx8sqJUGac5umkQGfxl8XS23mpRUmLT3KyqADNnWpx3nknezY9gOFfDFxvp7upiMIvgsWMt3n3XQVKSSgY++0znuecccQI1qCTkBz+IMny4es1TTxmUl+uUlNjMmWPy5N8MhuvrSKru5OUlc7FsiSVjxGBB0HJgScHhBdswl3dwvO8znlw+leqt40gtSkV36Xg8qhrk9+ssWuSiq0v16zudJs3NTtLTOygoaKWhwUko5KOjw0Nz8873b2WloKGhtzKgaSqRa2oSjBwJt9wSxjSVEd4tt7jYvl2wY4eqjo0bZ3HFFRGWLNFZuHDvJIK9XpVIxhLGQACOO1nnuFPcCLEzi7qtDTZvVp4P48fbeHaxySGEwOfz4XQ6mTp1Gl98ARMmmHz6qU0wGMHhsJk0KUy4JYrtbyffXwXM3aux7w32RT0pgQQSSCCBBA420r2O3cqrxuBzGwetNQm+AklD3yB+9uzZewziY1Km+9JKtK/uznsDKSWbN2+ms7OTpKSkfXarrq2Fhx7SSUuTjB0refddjdWrk0lOllRUdJOR0co//qE4GDU1cOihNiedJHnmGb1HylLJg7a3CzQNXn9d8PLLGlIKZs2y+dGPOli3zqK0NImyMklNjeCRR2Dbtm4KC4PMm5dKOGxQWmpz4olKdWj5f1p4f9sIRqY0IiMZdLuzERpEQxb/qZlEp9nL1Uj2RHFpEfzBFLa3l5IUNOkIOfHSQYOWhqkZCKkqI4sXG5x4okVBgWT5coMp4yMUvfdenHBgfPwx5skn77RGJ59s4fdrrFihsXGjYMcOpZwUDKpgW+2a2/z5z07++U8nWVk2NTXKIM62Ye5ck5wcSBqRg1zVBFIStZTMqSbUtTQ0mzRvkDlFVVw0vZxSextHp1r8W5uJw9QRltqFj/Ei2trUzr7L1esXEQolY5oe3nlHp6NDtUG1tAR5+OFa8vN7CdWWBbm5Nn6/3s/gTddVAujxwIcf6pSWSpYv11i2zCA1VZHYFywwqKnRKCxUHIbIzlSJQaHrMH26ybe/bdLRIdi+XWfGDItLLokO2tbU0CD49a+ddHSoymFhoeSmmyKD5XT98N57On/9q5KYzc5WbXO2LWhrc9BV3cz56S+T+nkdtceUkJGRsU+8nz0h1i6VQAIJJJBAAl9l3P7tidz4YjlRa/fV/bYhJBYHEge1PWkgYu1IeXl5Qw7iY/Koe5s0xNydBzoj98X+VDBAeTysWrWKtLQ0ZsyYweeff77Px6ysVLKUPp/6OvpoyYIFOi0tfqJRD598UoLLpRx1J06UtLUJjj7apqHB5p13VNtMMCiYOdOmqUnwwgs6xcUSw5AsWaKh6y6OOaae0aOVC3VSUpSLL16DpnmYMmV0j7dDrzSqbcP6Ba1EApLSYRFCRSNpWuekIZxNodvfkzD0kmg7gw4KkwMEgk7e3zASiYYtNeqC2XgNEEJJbW7ZBLYleeO5AKcNW0lFSwn3f9zFSx2/IUASo+QmrvvVH0n+8MN+67M1ew4fFZ6D1yu59toId9zhwuXqdVOO7dJ3dcXuE8nWrRpOZy/RetEig6OOMsnLy8J56BxKKjvZ1JiuJEFRiYPbEWVMdis+r2S4tRU7J4fDr/4WF7+g88wzSj61oEBxJGbMsNiwQaOxUTlWh8OCaFRgWZKPP3bQ0aGSiexsqKlJ4/XXTb75zYp4gunzZXH44YU0NrpoatLQNCgosBkxwuaHP4ywY4dStrIsWLZMIxBQvAchVKUgFILGRg2fT9LeLvpJrbpcvd4VfaHrKoA//XSLvDwJ7P4P0KuvGoRCqpVJ3acar72mU1wMDodk8mSbwcTHXnzRIC9PEssFKisFP/qRRUkxZPzucTLcAayGbrqbmtjQ2Eg0GiU1NTWuynQgnN8TlYYEEkgggQS+Dhho7qYJgTVIr/HB5DPAf7HS0NDQwJYtW5g4ceJeySAOdG/eE6SUbN26ldbW1t26O8eOu6/BSczjYcyYMWRnZwO9VZF9IT8nJdHTm06PYVmUyZMbOfpowb//nU9SkvJl6OgQ1NaqQLSrC845R5FJt28X5OXZHHGE5NVXNVyuXofhrCzJ+vVOotFkXntNIzc3TFpaOUlJJZSU5DBwuNu2wR/+oPPZa0U0h5Op6HQxd5KNJ83E45GsWpWOqFJBtk1vD30UA8vWsJC4dAun0yIY0Ql060gU98K2NCwEzaFUnt44m2HsoBU3n/I9BDYGJ/KvtafyVsV3uCf0U1aZEyjS6thRfAiVEReaJhk3ziYjw47vzAsRc45WAbWmEZ9T7+69es2hh5ps2KAjhIdxh7gJLQqyo1FFvS7DJMUdJcMTYtWWZP5SeA5Hfmsc2akOysqsnsQMhg+XHHmkRXIyjBkT4tRTPQQCgmhUOXYff7zJa685cDiUjKquq3am+vp0xo3zIoTq/W9paeHEE1fQ1pbHO+8UEggYdHQokvPYsRLTtPniC4M339RoaFATiq11d7cgNdWmtNSmvt5A0ySW1ZskWJYYNHEoLLS5664ImZlDIyD7/YoUHUMkInnySWdcHraw0Gb+/EjcYC5mcGiaAk1YEAipaxQx0DvaKQ3UYHXUU+UYR5odoKS+nqLp07Esi46ODtq2bqUqEkEmJcVVmWKVmb1FgtOQQAIJJJDA1wV9zd1eXlHDzf9aTTDaG/8eLG+GvjjoSUOsHSkYDFJWVobT6dzzm/pgb5KGmLtzcnIyM2fO3G3wvjsH5z2hurqaqqqqnTwehnLMUAhee01jyxYoLYVTT1U7tRMmSMrKJJ98IujqihKNdvCNb0R5551imppUi4tpqp1rvx/y81WCoWlwyCGSQw7pDeyysyWhkEZNjSQSEYTDknDYoKHBR25umPfe66KraxYTJ6ot+LIyycUX22gabNokuP12nVWrBJ7UTPSATmsbLFgg+Na3LK66KsKCBTrnn+/BskRcElSgKgg5SR20mSkYukYwoAL6NE8A4fXS2iow+wS2ITzUk0c3PgyiSDRcIkKFXcyJgX/TZGehazZLmEu0QutJBgRNTRpnnx1h5kyLL77QMYxYi5BNOKzh8ah2rVjrkGWpL5cLLr7YxLIs/H549FEHxxwZhrXlvFc3iXBUZ0xWM+sas5iZ3sHnDSP45F4fjY2wcqXR450gufPOMLEutKlTbb74IsBTTxm8+GKQI4/04PEICgtt1q7V4udvbRW88ILBm28anH12lP/5H8GwYT6cTkE06iAvT5nuhcOSZcsEJ53k4Nln2/j44yzq6rR+5ObYdZ8wwSIc1jj22CjvvmvQ0kJP0iTQdUlyslJecrtVVcCy1H0z2C3a1CRoaBCkpUmKitTJPvtMZ/lynQ0bNCZNsigpkWzZolFaKikttQmHlbnd7bc7+e53TebMseOthMcfb/LyE91k1a0hGNZJc9lMffEfVEWSuHv95XSKFIQV5VL/W8wrfBkAbzRKnm1jnnACge98B7/fT3V1dbwyE0sihtrKlKg0JJBAAgkk8HXEwMpDQZqHG08Ye1D5DHCQk4ZgMMiqVav2i1Mw1KShra2NtWvXDtndeW8rGKASoHXr1mHb9qAeD7qu7zZpsG146CGN8nKNtDTJ2rWCrVsFN99sxUmm//53lFAogmFk8sorHgoKoK1NrVt7u0o6HA610/w//6Nz9NGSM8+0+/Wjl5VJ7r9fmX5pGui6oLhYUFDQSTTagZRFdHXpZGba+HyweLFg1izBlCmSN98UCCHxeiElRQMdiottvF7Vy24YcNJJFjfdFOH++51Eo5Dui/L8sQ+zMfcwHv54IrWbdaTsXZvukEVupkVTU//bTyCJ4MRGQ0f0UJElEkGNlY/PFSboSSfapsXXz7ZVEL5li8ajj4ZYvVq17UyfbrFgQRO/+U0RgYByRS4pkXR1qfd4PPCnP4X4z38M/vAHNe6kJMmxRfVoyV2ckbGOtZUppIogBYWdlCR1YEcr+deyLHbs0ONKU8Gg4LbbXMyebTNxorrWWVmSc84x+eSTEIahksiJE5VEbiAg6OpSO/+5ueo6PfOMg4ICyaWXRtm2TcO2NbZtMzAMlQxYlqS7G37/e5OuLhPDMIhEdk6Aw2HBqadG+e1vnTQ39yYWKklSlYYJEywqK9VzM2bYFBfbccnZGJYt03jsMUfPGgu+850ohYWSRx91UFioXl9erhMO24wda8fN7RYu1GlqEixcqPwzDj3U5MYbo2iaxne/a+LzeVn+5ggy1y/k7NJFpJam8fN3zsBy6hS52wlbOo/Wfpux46HQrkK0tRE94wysE07AaRjk5eWRl5cXV2VqbW1l48aNhMPhfgZzu6oWWpb1pUo4J5BAAgkkkMCXhb6Vh/8WDlrS0NLSwtq1a3fLKRgK9hTcSympqqqitrZ2r9ydNU3bq6QhGAxSXl5Ofn4+JSUlgyZAe6o0tLTA6tUaw4Yp5ZrUVMmmTaLHJdfid78LUFRkkZ+fwWefaTQ1OZg1y8TpVLvP2dmS3FyJyyUYM0btGL/3nmD4cEFZWe9W9NatAp8PjjvORkqBZdl8+KFk2DCT4cNLWLNG9foLEZNcFXR2qvdGoxATs7KsmLqOYM4ci76x2fz5EebPj1BbK/jDTXU8Fr6Q4hQf23fsHKRZ6DQ17ewfIBEE8SCQRDFwEyYinTgwcYooMj2DQOvOwbLyIxBUViqvicmTbYJBWLzYh9+vA4LkZMkzzwQoLpbU12vk59t89JHBTTe5CamOGUwT3PUuDi/S0QMdZI4sYniJh+YVNWDbBBu6aG9T6xCLPU1TJW4ff6zHkwZQ7tDHHNPIypVZbNumpF3HjrU58kiLl15SZnOxtinDkHz0kc6ZZ0ZxOCRS9npMSKmuh6ZpuFzZGIaxU/uYEJCebnPbbWEWLTJYsULfSWZVCNXKdtppJm1tNunpivdQVGSTnd233QieeMJBZqZS1DJNycsvO5g82cLtVp4fkybZFBbaFBaqtX7hBQe6rng1kYhyqPb5JB9+aCClh3POcRCJKPnYZiMPOedEQlodwW0raAl4KEltB8ClWwgkzRUBikogfNNNyNGjd7reMVUmn89HcXExtm3T3t6O3++noqICTdNIT1eu3SkpKQfESd7v93P22WdTUVHBli1b3gXOklK2DhjXNOARIAWwgF9KKZ/brxMnkEACCSSQwFcEBy1p8Hg8+9SONBC7Sxpi7s66rlNWVrZXZOk9VQX6oqWlhQ0bNuwxAdpTIhJr5YnxFkD9HAoFWbNmLQ7HFAoKFMnFMBShOhJRrUsuF5x2msXatRrt7b1ymcrxuH/SEAopf4GMDLVG9fWNpKZm0NqahtergnevV32FQmoMsR71I4+UbN4sGDlSsm6dCphnz7a46KKdCbN+P3zrWx6am0equXwOmrZzsBaxDLAgM1N5TvRV+tGwEYCHAEkiSAqdPJw6nyeC5/JO98nY9uDXdMsWi/nzJWPGCHJznTz3nEFzc28rSne34Lvf9XDppVEKCiTf/rbN008bBIO9xnfSkqysL8Ch23SnFfLNo3SOP97i4fuysKs309xkEQyogD5mngaqX//++5184xsmo0f3zveQQ1owDGUMN2OGhd8v+OUvXUipkrHubsGwYTbhsODzz3XGjfNhmpCfb5OXZ1FdrSoahqGO2dysKhuxW0pxXaCgIEIwCFu2LOOZZyYhpTt+b8XgcKjrf/zxJtXVGhUVGmPHWpx2mtkv+evuVh4RMd6CqnbIuIJTDG1tGl6vzfDhklNOifLSSw6EUPdfVpZaI9tWifH772fz9NNOamo0Ro2S1LYm8b/ySu6d+Tcyy1toDSWT7g4StnSkaZOdaRG+7TYYovJYLEmIfRYjkQitra3U1tayceNGNm7cSHNzMw6HY5+FDu655x7mzZvH/PnzEUK8D8wHfjbgZQHgQinlZiFEAbBMCPG2lLJtn06aQAIJJJBAAl8hHLSkISkpCXNgH8Q+YFdJQ1dXF6tWrWLYsGH7ZKQ2lPYkKSXbt2+nubl5t6TqGPZUacjMhEMOsfnsM0WY7eoSTJjQRV3dcmbNmsi773poaICcHOXcXFWlNPSrqiAtTfEW2tsl69cL6usFDofsCTr7B+rDh0tcLkldXZRQqIlIJIuzzrIoLGzBMFI56SSbjRsF69cr1Z8LL7QYPly9d84ciRA2n30mmDnT5IgjLKZOlQyWj73xhkFDg0AI1UOvCL9qW3xgEFtcbMeD5q1btXhfvWpNstCxWH3BL0n78DX0rnaOcn7Iw+Mf5C+d36O2VhAMKl8HUAHxiBGCYFCjq6uTt95Ko6ur/3a8bUNtrcaqVRorVsCGDTtXLIQm0XUNu3gYeRnqdRkZkut+Du++NZa1T3eTT5AmZxKtfSoeQqhg+2c/c/OvfwXRNm3CHqkSp+pqjZEjbZKS4M039Z7WKIkdsYhEDBobBZGI2gkPBtXxKio0HA4oKrLo6NBwu6GzE5YsMZg+3aSiQqehQV2r5GRJd7eDE0+MMmfODDIy1Ed64Ma6WitVGTj66F3fkykpkJ1t09goyMmRdHSoxOTkk022bdOpqNBobYUdOzQsC+6/38m8eSZ//GOIX/zCxTvv6AQCyphu1CibjRt1amuzqKtz4HZL0tIsCgulSlzWhbl+zofcs+oUqtt8oGtcNuNzCq1KwvtRGXA6neTm5pKbm4uUkpSUFF566SWqqqqYMWMGhx56KCeffDLf/OY3h3zMV155hY8++ij265PARwxIGqSUm/r8XCuEaASygbZ9nkwC+4yXV9T81/t/E0gggQT+L+G/Krm6LxgsuI+5O0+ePHmffRH2FOCbpsnq1avxeDzMmjVrSIpIezqmEHD55TajR0u2bQOns57Ro3dQVqYSkhtusHjoIZ3KSkFhoeTb366ns9NHXp6bww+3ycyE0aMlDzyg0d2t3I9HjJBMmtQ/4MrMhGOOaeaJJzQ8nly++U2N007rprm5i0mT1PiOP17p/Tsc7NT+Mnu2pKzMJhKJ7vI6WpbS4o9ElLFZNCp6vBKUHn+smmIYUFpq8+67AW65xcVbbxkD2pQEFgZdWiqNN/0Kz+3X4vrxj3EuXMh1O67n9E9O4pHHvbz2mkFtrSAjQ5KUJPF6tZ5rkk44vOvbeuVKHYcDduyQ/PCHET7+2CAS6WnN0jR8GQ6mTLfQNNXu9dFHBt/5TohjjtNYtjKD6bmSzz5TwXTsNlSVB0FVlYCuLhwPP0z0qqsAteu+YYMgKYl4UmBGbAxMJBrJyaptpy+JHFSQv2OHzujRFsGgYndEIioJmTbNwulUHgmvv27Q2Sl47z0HU6Y4sCy5U8Kgxii56KJNdHfbuN2ZeL3eQa+lrsNVV0V55BEHVVWClBS4+uoIJSVw661hVq7U+f3vHRxzjElGhkrGPvhA57DDLG6+OYymOVmwwKCoyCYUUlWYUaOCdHX50DRYv14nP9/CDobxBGoYOdHm4ehDNIocUsNNpBSkQqNE27ABe/bsXV7HoUIIwbhx47jxxht57733+Oyzz1i0aBHbt2/fq+M0NDSQn58f+7UeyN3DeWcDTmDrvow7gf3DQKWRmrYgN/9rNUAicUgggQS+VvgqbYD8183d9hZ9kwbbttmwYQPhcJjZs2fvl5b77ioNsSrG8OHD+wYOe8RQ1JMqK8Hnsyks3EhpqcWECb0JSX4+/OpXFqapgrmKihBuN+Tn9yZGr7yiMXOmxOFQLUrNzYIVKwRHHaUiRyklf/tbLc8+m0p6eiq2LWhpkbjdYqex7aFwAigFokcfdVJZKTjmGIvTTzcRQgW+sTaoWAXANGHChBAzZwZZuDCV9HSYN08pLiUnwx/+EObBBy0++cTgvfeMfsGuLQV/+YuDO+/MJvTsszgeewznr39NTs1Kbr11FrfeGuHNN3Vef125WldWaliW8qHweCTR6GAcE4lhdKHrOo2NToJBi9/+NsRDDymCQlGRTcxnIrbmSr5V4HT2cjqGDZOsXt3/2Lat3q9t2IC2YwfaF1/A6NGcc47J3Xc7qa6G9HRVTTIjys9CSrWeMUL3QEgJmzbp8fnEbs916wRTp6oxdnersbW1KddwXR9cWtW2BSeemI1htLBt2zaCwSDJyclkZmaSnp7ejyCcmyu5/fYI4bC6J2K5RUqKcuxOTzeIdeUpYr3iuQwbJvn1ryMsX26ybp1GS4tg0SILp1MwYYJNeblGKAQ7dghmZFYxoX0zosqJY96xpJ50Oo6VyxHPPYUIhdAXLjwgSUMM3d3dJCUl4XK5OProozn66KN3es1xxx1HfX39To//8pe/7Pe7lFIKIXZZChFC5ANPARdJKfdNki2B/cJ9b2/sJ00IEIxa3Pf2xkTSkEACCXxt8FXbAPlaJg3hcDiuxJSbm8v48eP3u5KxqwC/vr6ebdu27VMVo98xGxtVj1Gfbfx33hH84x+S1tY2LGskw4e7mTZNMm+ezfDhKkhdskSRaIuLJampOwf6XV097s+EoLmZJlnMG29ovPEG5ORYTJ68mldeGc348T5cLpVErFol2LLFYG/pJYEAzJvnpaJCtRM995yDBQui3HdfmA8+0FmyRMfns+nqEnE1okmTgqSkSI4+WqkLff/7vVwIIWD8eMnChTufS0pYsUKPLSTRH/4Q85vfZHsgl5d/56C+XlBXp1FdLUhKkqSk2OjNTUzKgxN/lcZPfuLZKRBPTweHw0ckYpOSEmXLlgbOPruaRx7JxOnMYuXKVK67zs3bbysX7cxMyUUXRUlPl6SlSaZNs1i2TO/nBxFLdBwO+M53TPRFi7Bzc9EXLYIRI8jPl9x1V5jt2zVsO8qFF7pp2GEhkfhox4ymkp1t09DQX0Y1RkqP8R9iiVhHh6CjQ6eszGT9OklXq0lEOvqNydAswoN8tNeu9XLWWS4KCgqwbZvOzk5aWlqoqqrqWZ90MjMzSU5OprNT4/nnDSorVXvVmWeaJCWpe234cElVlSAvr7d9KT/fjp9/5kybmTNtWlqgvBza2pSx27BhNiNH2hx1lIXx0he8H5jLpMuP4h/l01h0pY4Qx3L60ZP5Xs0D6Bs3Eu3qYo9W00PEUNyg33vvvV0+l5ubS11dHfn5+bGkoHGw1wkhUoA3gP+RUn6+H0NOYD9Q2xbcq8cTSCCBBL6K+KptgHzt2pMMw6CpqYna2tr9VmLqi4GVBtu22bRpE4FAgLKysn2SaownDaaJfvfd2JddhpwwAduGVasEDz1k4fM1kZ+fyaJFHjZvhro6pepz550mr7+u8cknWtyI7IQTkjnppP7/9EaPlvz73xqFWjtJjdVUOIvo7BTk50cpL++gvHwc3d1eamtV/3tmptoZjkQEhrHnTdDubmVElpGh3IC3bdPi5O1wGP72Nwf1H27gvZpJPb35vcGuZQleeSWdb36zA7cb3G7JM88YRKNwyCEWo0dLZs60uPvuwbOXjo7+JPEaYxh33OMiGIRPP9UJhxVh1+WCm2/o5scrbqB62Dxu+vBCvvUtk1Wrovj9LsaMsTnhBJMPP1QGa14vVFa6WLKklHC4iO9/v54lS9q4/vqceIXCtsHvF2zbpsXzvGuuibJkiY3fryorGzdqOByKj+B0whFl3Wi/XY3My0OrqcFbWYnIzycVmJamjnHcGC9WzQIqzQKWMx1hRfG5wVMI/nadrm4DhFIuCoWU43RHx86fndde0xE2BE2jR5YWQChDwF1Qh5Jfex7nxnWgaZgnnkjqzJmk9khjRaPROHm4tbWLJ58cS1NTCtnZBlu3GlRXa/z85xE0DX70owh//auDjRt1srIkP/5xhLQ0lVRu3674GCNHqva5q6/28+yzbmwbzjzTZPJkm/vuc2LVHIOdlkHXfQ5cLhg5UvFxnn8vm+Krb+GQ4Ae9/V8HAPvr0XDKKafw5JNPMn/+fICLgFcGvkYI4QT+DfxdSvniPp8sgf1GQZqHmkEShIPtnppAAgkksD/4qm2AfK0qDVJK6urqaG1t5ZBDDtkjEXlv0LcqEA6HWbVqFRkZGUyfPn2fE57YMcWWLYhNmxBLlmCNm8Bjjwlefz3EmjUOsrIK8HoVD8DrVcWIzk7J889rrFihjLOEUDvNL76YQn6+2aNQAx99JFi8WBFSl61zMcyRSvqwIMOGQXt7G2PGZLJ4sZuODti8GVwuxY0YNQpGjLCpq9u5w6KlRbWPpKSo1qlHH1U762lpklBIuS5rWu8Ou23Dx9uGEUEgeoLr2HOapgLfV19N4fjjTT75RO+REIVPPzW4/voIDQ2KcDtypM2WLb1VGK9XkZADAeLuwsuWKaWlzk5BNKracqQUGIbkb49pXDUlzLoP/YRcNiWlAtsOsGSJg82bdYQQlJbamKZgzRqN2lpFPq+sdLJwYTGlpTa23Z+0bVnw2WeS1tZWUlNTMQyNQw9VgezcnPX86NpUlmzPISspxIPnLWDkxxv5pH4s65omkx/aztzHnybp8svVhHuY40da5/BD82EsdEwcOKJh5I5aDGzKRCWT7ZUsTD+ZSvdoAgHRw2fYGcGgQEOHHh+LXihOyEB49SClsgJt7VqsuXPjRO0YHA4HOTk55OTkUFEB7e0GeXkBQqEOHA6bpUt9bN7cyahRKWRk6NxwQxTbjsYTqqYmwS9+4cTvV21UU6faXH99hIKCCFdd1UVJiZI+vu02J263JKNMeaf85z8aI0YovwqHQ7VDbapwMfv8bww6731FIBAYsvzyYJg/fz5nnXUWf/nLXwCOA84CEELMAq6QUl7a89iRQKYQ4uKet14spVy5H0NPYB9w4wljvxLuqQkkkEAC+4Ov2gbI1yZpiEQirFq1CqfTSXZ29gFNGEBVGqLRaNwUbuzYsWRlZe3XMWNJg1y8lKgvHcdnn7F66vm88UaQwkKT9vZsOjoENTUqWPL5lOlYd7fSy4/11ANUVQnWr3fzhz+k8+STBtOn27z5ps6wYTZHzOhGBBZTEcihqb2R1lYP+fm5dHdrNDbCoYdKWlqgsVHg9wtuvDFKaqqgtrZ/0rB+veCuu3SiUdVNVVcnmDhRUlIiqakJsXGjiRApcWIzKPO1IJ6e0LV/gNvLbRB89JGDYcNsTj5ZbYO3tMBbb+lMnqycp2fPtmhpEYTDat7HHGOptqs+nwtN6zVziyHWxmN1hZBeLw5/GLoDmGYSn32WSjCo4XLFOBc6l14a4e233WiaIn7H+ADt7b1jj89NQE6OTWNjI5s3b8bj8ZCRkUFmZibZxS5ePfLXaNnrqUsdw4Kl47mmfhor2keC0NDFLGa7i7hvWhD3qmUQDmOjcau8Ax0bByYWUSI48cou8kU9BhZr8o8jbWIpX3yo7ZLrEJ87FmDgJEgET5/H6ak8SDRsdCSH521hsmsT0YsvJXr0sXz6mYMdO1Tb25FHWv3UsBwOgaYZ+HzJJCcnY5qSQMCko6OV5cu3YBgOKisL2bQpi+xsg5NPVvK1ra2CggJFxF6+XGPBAp2xY61+ogHBoOjHnfF4VBIIvVK2OTn756kwGIbSnrQ7ZGZm8v7778d+PS72g5TyC+DSnp+fBp7ej2EmcIDwVXFPTSCBBBLYH9x4wlhufKEcd7CLl566gTMuuJ+Qx/df2wD5WrQn9XV39ng8e618MhQIIfD7/dTX1zNjxgw8nj1nceGwCu59vt7gvi80TWPhAoNX755MiDJmeNaQ+e/P8Hjmkpubhs8nWbZM9akrgq1Na6sKsk891aahAerr1Q7ssmUa2WldlLSvZUn9bJYuVSpAfr+GPyWKt7WQ5qiHY7KXsjp8Bg0NgpYWQXKyCsLy8pS/w+bN6vG0tJ0Nr37/ex2XS82pqkrQ3AyNjYpg7PU6MAwPqak2HR1aj9qPJBM/7dJHjEJsDxLvxdZm82YtXqkQQhF5p0yxe9qFNEIhlTQkJ6tWlR//WLXDNDYK/vlPg61bNZqaBB6niSY0olFwOSVmBC4a9jbtvgImZtSQ21DL+jWj6O7WcTgkmekSj1cpDz35pDIaM03Rc41UknL55Yq829nZmxAlJcFDD1mMHTsWKSWBQAC/38+GDRuIRqOkn3certeX8sAz42jXM3ivejwdES+6sNGEpNLxDS49fBsTM5LRv/gCf8hHeygFF2EAHICXIN/W3sRhWPzR9VMM3GQ12PHEKFbVkbI3aRJCJWtCgsBGEDPKk2jSRtJTMUHiMaIUeFp5/Linsa6/GXtYKX/+k4P33lPXOhyGNWs0rroqGr9OBQWSOXMsFi7UcbtVtej44zVmzRqBECN44w2Lv/5VR9dDBIMh3n5b4PM58flc0DMWpxMaGgSjR9v9BAqOOMLkH/9wIITyfSgpkfh8NjU1Sm1r8mTFeTjQ2N+kIYGvH74K7qkJJJBAAvsNAcdsXcqYliqO2foF/5l89H9tKF/pSoOUksrKSurq6uLuzoFAYMgmbEOFZVlUV1cTjUaZO3fuHk3hpITXXtN46inVGjRpkuSGGyxSQo2I9evjr6tfHeLvf59MqmliavCfmkkc8Xk7SUYXwc1+kpw2w71uvvM9i6POzo0TcE8+2Wb8eMltt5k8/rjGmjUa2dmS6SkVBFa1EBIteIRGuh2guc3L5zuS0cUYpNCxTQe3lP6Vlq5kUlOCvNo4ieaPPKROLWbllhTa2wWPPKLhdHr41rdczJypxmqasGWLIguvW6ccpOvqYjvAgrY2xTtISpJommoJ8rhs0jpayaSRKkqI4FE+B3bvOkGv1GokogJJp1PtLs+bZ5GdLbn88ghnnunB4VCOw5aldv+nTrUJBODXv3bS1aUcs3OSAzi3buSq4kq+aB+DEPDN/OW0BJO59L3zEdLm1LT30NuqWGoejbAsZGMHlgc6O/NYvVqnr11ILAjPzZW8+mqQ++5zUl2tHK+vvTbKyy8bfO97HkwTzj/fxe23J1FcXIxlWbS1tfF86slUZ5qUNq+hIzwTifKaAJuWcCpL16cw5rqLCP3tbyR/93u4FocJ4cbAxELQRTIP2NcSjriREaAT6ur0fuOL4Y7MB3mi7TvUmVkEpQe75+ObQjvTXOtZEp5OF15kD8fBKUxGpzdw1bj3ySp280ntSN7+m85//mMwdapFSoo6/mef6Xz3u2bc30MIuPLKKJMm2VRXC0pLJYcfbsWTijff9FJcDF6vC5Bs2WKTnt7J1q1RcnNDOBwuAgEfw4db2Lbdr9Jw8slWXMo2IwOuvDLMqFE2FRUahqG4EPshgrZLxNSTEkgggQQSSODrAu8lF1C+biEOSwUuv3njAe5560EWvHEorPzgoI/noCYNQuy8u70rmKbJmjVrcDgc/dydh2LCtjcIBAKUl5eTlpaGpmlDcpFes0bwt79pFBSoYHjtWsHjj2v89PQA+j/+Adu3Q3Y2jZWTqNoyiRXmRDTNxqnDOytT+POMB/nL8nk0hwSTUyv5/iVZ+KaewNSp/dcmLw9uucWmtdXmqh8b2Mv92E4nkYBOiivItIIGXt80moitk+6JkuPrpjqYxZs10/nDya9DWxuzPWt4WF7J2s5kgkHBcccpo7GWFnjhhTxOO00lDL/+tU5trWDzZhXQ5+ZaSKn3qxDpmGQF6whKN1EcHG4vZLWYSI0sJJcG7nP8nAZHAfd0X4dLBqmgFAs9Xlk47jiLKVNsolE48kiLadNUROz3q4qIYSgJUssSrF+v0d2tqgNtbaJHDhVGT3FRow9nft7f8Fn/Qubn89CyI1hXNYKC5Da2tmZx64YL0TWbTHcnrSEftZFMhKXHd+tjiO2Ie71K0nTGDJtnngnFn3/xRYN77nHFk4y//MVJerrkuuui6LpOZmYmWdkG6aN1HN4O5A6QCCwJltRxCBNHigvrlFNACJwNNTytX8R51lNo2ARJAgRhHOzpU6Fh8XDzOdzquY9ro7/q84zETwYB081PnI/wVPhsmskkWXRzdM5yLpm+nCPGt/HRp2n8dqHAcGu0tgo++UTH51OJncfTaywXg8Oh5HEHQ/91FDidBqec4mPNGp2lS5Pp7o5y9NG1CFFBXZ1Neno6KSkpeDwedF05mZ92Wv9jT5z45SqTBgKBRKUhAeCrpXmeQAIJJLA7/GrOOTxWvYXC9gYctkVU06lOyeGXc87l+P/CeL6SlYbduTvrun5AnKUBmpqa2LRpExMnToyTrIeCigoRJ26Ccmxet06Dn5Zi/vrXaH/+M3Llal5uO5atwSIcmokmNTQtRCcpuIoy+VP240S9KejXXImcMCF+bCmhvV0FtIGA4jpkZMBN51dy/+eSTiMNn8ekqBC6WgNI2ybVHaYkrRMAr0NnQ0s2NDRAaio5d36fXwwvYckSm4ceEnFScVoa7NjhwLJgxQrB0qWCww+XrFwpCARsamp6jd6i0Z4deQS6HcWLiZswK6NTqCcHJ1FaSecn4QdYIg6nQ/fyiHU5OaKFaHIyqVkmhxzSzfz5ARyOTBYtcrNunSIijx4tychQ7Uh1dSLeiiOE4OWXDQ45RO1Mx1SUTBNIS8W+7WbsZ59ELy9nbeMZZCd1scmfw+bWbFrDHmwp8GpBxpV00Glk0tQkMLth4K3j8ynn6jlzrPj6v/66wYoVGh9+qBMOqzUwTdXK8/zzDq67LsrKlRr33uukpkYQCkrGd1kwgNNhSp2RoYWsfyeddJeL0sYWlsvpjBGbSCKAnzS+kDN3et9ACAG+ZI1IOIk3I8dh0TexFVjobLNLecr5d+503YE9ejTmiSeyaeJERiysQqvv4tXq48gc0UpSQRZbt9ps364Tjdo9LUqCBQt0RowY2ufqlFNM/vpXBykpEApBaiqUlVmccIJFba1ytPb58pgwIZstWzYAsGnTJiKRCKmpqWRkZJCenj6kBP1Aoauri+zs7IN2vgS+mviqaZ4nkEACCewO0eEjeeDw83jwtfvodrhxWlF+e/h57EjP57B7Pjjomx5fuaShtraWioqKXfoiHIhKg5SSbdu24ff7KSsrw+l00t7ePuS2p8xM2S+QbW+HUaN69orT07FvuomVD39EzcdOPHoECwMJdEbcjM/YQaiqGfmNKWiXXYbskbwElSQ8+KDGF5/brFuvgur8XJtTTgxxWe6n/G7SG1S6iymM+Hmk9HqatidxkraSdxpnEIoKJBqWLSh11iGnTME+55y49FBBgVJhCoXA7Yb6eo3i4iC6nkpXl5qH2w2TJ3eRl9dNXV02SUk2q1dr8ffpTo2QO5tIe4hztOf5o/0j0miPt61YUmeJXcZ874P8+JvVtN95D112Ddu2CQKBVB5/3Mu77woMI0RGhuDpp91cfbXFCSfYlJTYNDToCKGC9NRUmz/+0ck55wSYONHihRccdHaqysBPfhLBlZtG4wVXs7BxOa0LBWFXChUdGZi2IGIZ6MKiW/hoiCQxqkTS3Ky4Cw6HCv6VW7UyLPv1r0NxZ+w773Ty9787iEZVL38kouYWU1RqaBC8/bbOJZd4CAR624d26NNwaWEitgMbDYEkSQ+Sk5FEXiBAZMECrgn+mn/Ic4kIFzgdfQzYlNlbDEKoNrCuLtFzvyrei6Z5+dR5DJg7Jxmm1OkghYVjLyTl3BMZdunRdG7cQPdRR5H88suIzyLQ0IwozaKgQFJdrWRdCwslRUU2n32mc+GFQ0saTjjBIikJlizRSE6WnHqqRWamSqbvuMNFd7cyk5s82eLMMw3y87NJS0vDsiza29vx+/1s374dwzDixPKkpKQDJss8GLq7uxk+fPiXdvwEvh74qmmeJ5BAAgnsDjeeMBbX328n6HDx4KHf4ycLn+XkDQv4z7jD/yubHl+Z9qSYu3MkEtmtu/P+BhbRaJTVq1eTlJTEzJkz4/3We5OMzJkjOeIIm4ULlYZ/Sgpcfnnve5v9fpb7snDkpTHSqqHOysOlRQmZDlIdAUbldWFfdzsM2Gl9/nmNlSs1/OvrsRoddCAobKniyZWpLPXlsy1yOy4jTB613Br+JSN8XZhyA5fq97KkYxp6kosJuW1cM+V9yBjVq1UKFBXBFVdYPPaYjmVBQYHNUUdVA3mMHCnRNKit7UDXwwiRzVlnSa65xuKOO3QWLBBUVSmFoXbTR+kog+9H3uJPlT/ERkPHxpYqaVlmT+ORkvsJ1eRy+psWKSkR1q93sGxZBhs2aASDIISkokJiGBaXX25wyCEdTJpksnFjClIqY7hwWBAMqkSno0Pg8ymDNYcDPv7Y4NhjTe6+20PzqlFYVhubmvIJmzqdURcprhCmKQhLna4uQXs7jB9vs2GDRleXiLfXHHKIyfDhMk68bW+HJ59UXg7K+K7XWTmWIA4fbnHHHa5+CQNAwHKjYStSvA62JdGiktxoDZ7Fi/G88z5Pyl8iHA5s4SAa6VU46jlD/CelmiXi/hwx2DZ0hXb2C9GwmKUv5xbzDsyUOdgfJPOd1CiTJ0u05GTMH/yA0+wN/PZhna56aG1VFacjjrDxeCRtbbA3voVCwBFHWBxxRP/Py1/+opKtwkKJlJLyco0RI7wUF/d+xjIyMsjIyACUtLHf76eiooLu7m6Sk5Pjzzv31nlwD0hwGv7/xMBWpMGkCyFh+pZAAgl8NXHa9EI++vl8zl0fZI3l4eWJx5Df0Rx//mBvenwlKg3BYJDy8nLy8vIOiLvzrtDZ2cnq1asZMWIEeXl5/Z7blSP0YNB1uO46m1NPVbKdw4bJnv5wSUVFBU1NTZx80hQ+uHcduk9DM93UdCQzLKWFXx79FpmdjZhVVVBa2u+4GzcKsrIkG935eFPaCHdG2RAYRkfEw8buAlIdAUb7KvC7C3mk/TLuz3oEp2HzeOldLE87hmByDvl5FtXhQt74Zxdjp0pGjOxdy0MPlZSVmQQCqi1n8WK1jV5QYHL66Zt46aUibDubuXNtfvQjm6ee0ti0SY1pxw5BdrZNaio0Nbk4v+shfqT9iT/bl9Etlf59Ch08YP4Ee5MbXRcsX24weXIGhx/e0ROoStrbBZalDOIMQ8cwJMuXp9PQECQatQkEjDiBWhmoCZYu1fH7Bbat5hKJSF55xUFTo8DV0YxfpJDnasHjDrG2o4QkI4IlBB6HRWaRi0svtXnzTYPDDjP5z38ccZnWrVt1XC6LjRs1pk2zCYVE/DmAQKA3iI/18Le1aYRCu5BC1TSkAKdDYmmCq67dhnPmRfDqq9hTp0K1m6itxasXCgKHw0ZYUcK20iI1TTVHt1vQ3b3n+3GU2IZTs0gRHTgLJZbH5uWXHaSnOxg3Tk1o7uXjOTND54EHdCIRcDolW7YIUlNV9eWiiyJ7PtEe0NSkkjsgXjFqaxPouo7fDy0typMjVlxzuVzk5+eTn5+PlDLuUL1mzRps2447VKekpPQjU+8LEpyG//8wWCtSrxxxfyRM3xJIIIGvKo4+/2SOBobPf4PmpHSak/qbGh/MTY//etIQ4xUcSHfnwRBre5oyZcqgwcPetj1pWp+WJHqJ206nk5kzZ/Hpiy0kWx1sDQ4nz9HE947byuWep/BGVQuItmIF9oCkoahIsmiRRmo61IcziJgRrK4gBiYOHTxakG3dRczLqmBjcxaE1iHT0jDGjKHs2zPoHjmZO37UwraWVHQsuDbCz37hZvr03nE6HPQEbSogDgaDrFq8mGOOHs1553mR0oy34nz4oUZJiWTrVqWt39oqCIXA5zGprUvlc20uV2t/YKkoI5NmPrGOwEbDwMLl1gmFYMsWJ9Onq4AvtsNvmurnaFTxNQxDUFzsZtMmI158MQwb05Rce22EZcu8CKEqOqmpku3bFUm6oTKKv7kYXVhEhJuMQheXf7Oaf7/iJtkZwOfoJmfiKM44A8aOtbnsMne8LcnpVATsHTu0eJKQnS0ZO9Zm/Xql5GNZKviN+WVYlvr5+OMt/vY3bafEweWC++4LkZsrGTnS5J13LH7y+kkI81hOv0RwQZbFX/6yc/AbNTUMwwV2b8ISDgui0f5tS7vCuWlvsKRrIl4RxK6shAkT0DRJV5ceD7aDQXj5ZQejRyvVpLY21aJ27rlRZs2yGTZs/70Rpk+3ePttB0VFiuwupaC4OMhnn+Xw2GMeQPFHbrwxwsyZ/RdPCEFKSgopKSkMHz4c0zRpbW2lvr6eTZs24Xa7yczMJCMjY0hyyAOxv47QCXz9MFgrUuwT1fduT5i+JZBAAl8HfBWM3vZv+24v0beCIKVk8+bNVFRUMGvWrC8tYbBtm/Xr19PY2Mjs2bN3GTjsD1ciEAiwdOlSsrKymDBhAgsX6jz8kMCKmIz2VuIYU8q8Ow/Dde/tShKpqwvx8ce9mqQ9OOccm7w8ScxTzuFzQkoyBe56HIQxDA0bjZaQl2GiEtJSkXPmYN94I/bpp7O0fQxbc+cyfKSgxFFLSrSFp55SLUHr1wu2bu2/Q26aJsuXL2fma69RWF0N9AatMY5DJAIpKYrDEYkInE6Jv9GmlTSW2dN5Tfs22/PmYqVn0IVPeQSYJlKKuNSqZSmFou5uxQfRdTAMidstMQzVGuXzSTRN9dn7fOB2a0ipU1WVjNNpEw5DUxNUVEBSksmkSRb19QJDRnH43IgUHw6PwcmX53P/Q4LTJm3htPQPuPWSdfh8MHeu3eMJIOOSnrHLPW6cWhRNg6efDnLccRapqZKSEpvU1N73uN3wi1+EueuuMNOn73yvuFySiRMtKioEf/iDk7/+dQQtLdDc6eaeez1xz40YDKLoWOTlDV7hilVW+kPGv2uaSn5mPXIehSUa9WYGbNlGZ6da96ysIJYlqKkRbN0qCIWU0zcoInxqqmTatAOTMABccIHJoYda1NYK2toEV1wRITMzxJ//7CUtTd3bXq/k/vudO6k1DYRhGGRnZzNu3DjKysoYNWoUtm2zadMmlixZwqZNm2hubh6yKEIiafj/D7vafZNAYZoH0fP97tMnJ/gMCSSQwFceN54wFo+jf1v7wd70+K9UGmLuzqmpqcyaNWuf2pGklHt8XygUYtWqVfHgY3ev35v2pL5YsqSVRx4J4XbP5vjjHRQU2Hz4oSA1UIuvIJloSQkOI42FiyQTLs3Huu02tJdeQnvnHaithT7qUBkZ8Mtr6qhuT8Fyumlvt7hjfiuZWypJ8wnW+XNJNTpxGSY/LX0ZkrKwbrtNRYAosrLmMJAjJ0JGBu6mTpqbBVddZdDQoHZ+DznEZv58i/r6asLhMEeMG4dn9Wqs7GzknDn95nbhhRYPP6wkUzMywO9HkXMjYbx0I5wuOoom0uR3YGadSKmjlvK6FMK2jgxJhCY48shu5szpJj8/lf/8RycQEMyaFaWiQmPLFo1IRDB1qkVbm+Cb3zR56y1Hzy61CuKLiqClRcfjkXFjuO5uGylXUJw5nG6ZDG4v4wvtOAfgqO+kcNS35lL+uyo+W5zMpqDOMcdYzJxpsX69htutjMUMA84/P9rPoTgzEx5/XMmuRqOKGP3KKw5yc21uuSXCiSeqZOH44y1cLsmaNTrd3aoSM2+eyT33uIhEYOtW5b49YoQgI0Py2WcabW39P+wSgYMo06fAwsUu2tpEvzxS05QxX329um+TfSaBLqWWpNS7LCZPNpkzz82Y6XO5/4dVVC1uwGtKbr45Sn295IYbvFRVaZimktlNTQWvV90rQqixHSh4vXDDDRFMs7c68/LLGiBwu2MmdYLWVkFtrWDkyKGdWwiB1+vF6/VSXFyMbdu0tbXF+RB9uRI+n2/Qz3kiafj/D7valStM8/DZ/GP/CyNKIIEEEth3fBWc7g960tDa2sq6desYM2bMPksgxqoCuyJL9z3PuHHjyMzM3OMxNU0bsocEqKRl8eJqfv7zdFJTM/F6NR59VCnzOJ1QnTSOao8T2rpITRW43T3HdjqxzzkHe/ZsFYkPgPeR3zF62jS6vvUtWlrKufuUBl7+q0aK1sA83yIOS/ucyflhgukFBNqC/Qij48erHXF/K3jS8qkLFmB1qNaUkhIAyaefCgoLq5k2rQmv14tn3TqkYaAtWYIdk1bqwZFHSrKzLdauVWpGjY0m993noqujm6A3lYxCF4GA6mM3nGBk5TPe242/opuUglRO+57Buef6WbJEsmyZTna2aovRNBVcFhTYLFli0Nmp+uE3btTJy7MJBATjx1tMmWLx8ccGPp8kGBRYlhpefr7BUUdNZvOFNu+8A253M8Ggg5wcjeLiCFJ6+GKli1N/+wM0TQAakyZZPPNMkA0bNFas0HuCfIurrorG57tli+BXv3LR0iI47TSTiy+OctddEe66a+d+/9RUVRWZMMFm7VpFsH75ZQfFxTZHHmnR3AytrbB1q8b27ZKmJhH3hXAYYJo2hVRTpq+grWYul16awcMPuwj12kRg24oTkJoKnZ0QjhgIA5w9lZmkJJubb95AeXkLXq+X6x7JwOebTEpKBCHgD38oor5eUFAgsSxFKK+q0uLVhquvjvBlFPj6fizT0sIYhqC7W1JVpVFTIwDBQw85+dnPInFDub2BpmmDEqorKyvp6uoalFAdI1rvC/x+P2effTYVFRWUlpby3nvvpUspWwd7rRAiBVgHvCylvGqfTpjAAcGNJ4ztx2mARCtSAgkk8PXFV8Fj5qAmDXV1dWzbto0ZM2bsU19yDLtLGqSU7Nixg4aGBmbOnIm7TxB8oBDjL6xYkYXbnUZurnrcMODNNzVGjpRsrEpCqe8kM3y4YN68AVWMkSN3PnBbG2LlSsI1NbwYGsOCBXMILlrPXMcy5o97FfGDc3i74TyufCCD9oYwOhY/fbqaIy4fA0BxMdxyi8Xf/67R1qZaYZYt03qCT9U6Ewx20djoYtq0aSxatAjt/ffV9nMggFi9GllWBqhd9g0bVF/9vHkm69YJGhsdTJwoCY3MYts2DY9H9pCCBZMnmyQlwapVScya7OWIIyzOOSdKV5fk+eczyc1VQXZxsaS6Wu0yjx8vmTEjyvvv6/z2t06KimwKC6GqSuPkk03OOMNkxw6Nbds0vF6bzEwYO9bC7RakpGhcc41GcbFBeXkGWVkRjj++nvr6RrZvD3LZZYcSCmk9SQOsWqXz+usGzz0Xoq5OKRPl5Mh4O1Z1teCYY5Lo6lI74kuW6DQ1CW66aXCC8Omnmzz/vMG6dRqhkDqIZcGOHRqvvirweCSmKancbqOZYSAJKVVSqaBRRQnSElxU/SLX71jBM9xLDbEEVx0zFFLma9On29TXa2Rn24wZY+N2K1+LlJTRlJWNoLu7G7/fz7Zt6zBNk/T0dKqq8snJUV3cuq4KUmeeGWX2bJusLElm5oGrMuwKSUlRbrghzG23uamoUBKthx1mEo3C3/9u8LOfRfd8kD1gMEK13+9nzZo1bNiwgSVLlhCNRnE4dlaeGgruuece5s2bx/z587nnnnt477335gM/28XL/xf4ZF/n8lWHECIDeA4oBSqAswYmUEKIacAjQApgAb+UUj73ZY3p5RU1/PGVZTz88FWcecFvaHd5Kez5hzqjJJXPtvrjrzUtixe+qOSnz6/E7nP7Jzl1bCkJRnv/Tqd7Hdz+7Ynxf8ovr6jhf/69mu5IbxLi0CD2ltjrv9jh55+LK0kKdfPSUzdwxgX30+lKQhcCS0qSw/0fj6EwzcMx47J5Y1UdrYFdfy529X6XoRE27T2+ri+8Do2gafercPblfOhCcM6cYmYNy+C+tzdS0xaMz2MgnLogYqnH0zwO7jil/9oNDHZe+KKSVeuq+PeTP0UIOOuS3/HNw8fyenkdbcHe+cfGk+ZRIhZtgSgFaR5KMz2sWVfFCz1zBOLznTKhmDNnlXDjCyvpc0nRgFSvg9ZAlJRwNy8Osj6x+cW+910PAXgcGoHo0LoSHBqYsn8ncmwerYFo/ByaoN/9OHD9BiK2nrtSA/M6NCTE72eXoeHq7uTFp27gzAt+Q05xNlsau/doKprmcfCtqfl8uKFpp0D1lpdX88ziqvhaDbxPBt5/hbsIcl9eUcOdr60d9J7vuw4vr6jh5/9atdPaxziY6V4HXaFo/HoLATk+J4Hm1vg4IknJhE17l4II/Y7b85rY8fueq3A36zB3RDprazvj93CSU8eha7QHo6R5HSQFu/nrY9fs9LcKeisIbof6LNuS+DHX1XX2W6OatiDXPreSa59bOehnfU/30L7ioCYNGRkZZGVl7bcSyq74B6ZpsnbtWgzDoKysbL/PMxhiDtIlJSWMHFmElL23n2mqm2r1apUkNDRAZ2cXqSkp6K+/Bpd+q5c00G/c0NgIKStW4YpG2bahm+eqJ5Dks8kJN/CheQjmuNO5/FAHfzwjDNnppCY3om/fwn0PZzD6FEWVAJgwQXLPPRbPPqvxxBNql7mmRlBXJxHdTXg9Tg7P7UArryFl3TraVlez2TsNb7CB8W+9g3A4CIYEv3i8iI0VboRDI6T7sCzIyJB0dws6OgQzZyrJ2a4uxVOor9eoqVGk4tJSi3ff1amqElx2maC7W7BypU5zsyA9XfkCBAK989+4USUgMRJ0WprNunU63/++yR//GOaRR2zefFMnJUWg64Ibb4ygabBggc6//61TXm7g8+lIWcQ11+SiaTZ+vxOQ8Ta2UAh27LAQQnlWDMS//23Ed/mFUNWZP/7RscukIS9PMny4ZMsW+lUHpFQKS21tIIRGdnqEdr/BQC8GAIlGNcU81HYhb78wm1rSd3qNritlo/nzo3z/+26SkmS81ceyFP9DCIHP58Pn81FSUoJpmrS1tZGb20VFhUF2toXT6cI0PYwercjeBxNlZZKf/CTCU08ZjBypqmHhsCJiH2j0JVSXlpYyYsQIAD766CMOO+wwSkpKOPHEE7niiiuG3Bb5yiuv8NFHHwFw0UUXcfPNN5/GIEmDEGImkAu8Bcw6IBP66mE+8L6U8h4hxPye3weuRQC4UEq5WQhRACwTQrwtpWw70IOJKSR9o/xTxrRUcdTWpbw64Shq2oI7JQagAvy+SUQMfROBGFoDUW58sTz++/UvlGMNOGDf+KU1EOW651bGg5Fjti5lTEsVx2z9glcnHBUPtAc+HkNNW5CnP6/c45x39f6+CcPuXtcXgwW/fWdoScnTn1fyzJKq+NwHSxiAeMIA0BaMcuMLvWs3UMXq2udWAnDK1qWMaq0B4LBNS3ja2HkzMXbUvolETVuQmrYgp/SZI8je+bqSBr3ONsQDr6N3sT6x+cW+952tZPA12xUGe2nfecTOMfA+7bt+gwXZAytoAzFwjGHT5oSe+R61dSmvuga/HwYba997MuYL8MIXlf3Wd7D7ZOD9N5inwMsrarjxxXKi1uD3VGwdYon4wHWC3oB+YNIhJTR0RvrdI7HrPJTtsjh7sM+LYz/vbh0G3nfqb4sVH+MR6xbu9Lfq2udW9ksc+25eDHbMgRjss94WjPLT51cCB9bDQeyhJeeAbkValnVA3JxXrVrF8OHD+7UbdHd3s2rVKoqLiykqKtqn4y5cuJBDDz10l883NzezceNGJk2aRGpqKu3tcN11BvX1ake+qwvOOksF00VFKmBtaGjEavXwYPTH5D16604Vhqoq+PnPDZqawNy4ke+nP8cH/sN4J3g4nmQHqXoXM49Koq1T53//N8jcuS7CYUPxDFJMxmS1cM9fM5g2TfLBB8rZOScHNm0SbNkiSE6G5cttGmpM0qw25uf+je+NWsobTbNZ2pTLouAhJLltbFtwhG85t4x+ljcay3i04nh0O0o0M5+1oRHk5MCcOepG3rpVYJqSFSt0TFPZQTid6lY56igLt1ti25LaWo3/+Z8qzjmnkIaGXuJAUpLko4+66YnnePVVnccec1JcbCMErF+vEQ5Dbi7Mnm1x0klRursFPh8UFdmkp8PKlRo33uhi9WrlOyGlIltfckmUO++M8J3vuPn0Uz1OyHY4bO66az2TJzeQlpZGZmYmaWlpcVfiBx908ItfuOLkaClVC9KOHbvWPL3pJhcvv2zQ0NCXi9A/EPV6lZTrnukygyslzZhh8cEHQTQNPv1U54EHHEipzldWZnHIIRbRKEydau/U6vP22yv517/mUFcnCYejlJXVc8oplaSnq/mnpqZ+6a7MS5cupaysjI0bNe65x0FBgfLaqK4WzJplc8UV+19p2BOklBx55JGsWLGCrVu3smTJEs4999whvz8tLY22trb4sTRNa5dSpvV9jRBCAz4AzgeOA2b9X2xPEkJsBI6WUtYJIfKBj6SUu+33EUKUA9+VUm7e3etmzZolv/jii70azzvTjuXwdQtxWCYO2yKq6UR1g3dHzeGaU27aq2PtCoU9yiS72tUdiN+/ei/f2LJ4pzH5PSlkBDv2eay7Ou7A9w/1dQcDu1q73796LydvWIAu7fhfPQlYQuONcYfvcZwD59i3ErCn+X6V1mdPGIx/c9g9Hwz5XoSDP989na/vnIY6l11Vt/ZnHAcbX8Z4hnLMdK+DFbcdv1fHFUIsk1IOuvH1X5dc3RcMrDQ0NjayefNmJk+eTEqsYfsAQkrJ9u3baW5uZtb06bh6WqtSU+E3vzG5/36dV17RSE2FN95Q3gNVVYL0dGhqclJmbCO/fQNi8WLskSOhsxNtwQKwbX75h+m0NrvxaS1EQx3cXnE1hoziJECScNAecLJ+cQfjCju580oHwWABTqfaDW9uM9CcOWRlRXn2WY3HH1eE4XBYEAopnX+ns4vS0m6ysrI56wQH59c0MP/NC9hijWRNaw5BO4kxRgPDk5v4uHsWx2g11FkprOwaTQepEDEIh5UEagzV1YKODg2nU62B8hIQNDYKPv5YafFPnGhTV2dz551umpud2DZxF+3OTsEVV7i54AKT8883OeEEi2XLLMrLlUxrdbXGhAkWuq4Mw555xiA3V5KTY/OjH0WZO9dm8WKNjg5lBBeDaQpeeMHBJZdEmTvXYvVqm+ZmJ0LAN79pcd55w3A6i2lra6OlpYVt27bhdDrJzMzkhBOyufdeF11d6lhuN1x66eABbUWFoK5O45RToqxerdHUpLMr4a2hJQxq/QbC5YLf/jYU94g44giLwkKb7ds1dF3yj384WbRIBf0ej+Tuu8OMHt37hzUjI8pDD4WprVVE5NzcXGw7i7a2Npqbm9myZQsulysuZer1eocy0H3C2LE2555r8vzzDqSEMWNszjvvy08Y+kIIwahRoxg1atROzx133HHU19fv9Pgvf/nLnY7B4JspVwJvSimrv0xn668AcqWUdT0/16MqK7uEEGI24AS2fhmD+eWcc3i8eguF7Q3xf5rVKTn85ogLDtg59lYD/YEjzmdC4/adxnT7cVfwi/f+tM9j3dVxB75/qK87GKhtCw76YXngiPOZWreJkrb6fklDVWrukMY5cI4Dk4bdzfertD57wmD33oG6H7+s+e7pfH3HP9S57G3CMJRxHGx8GeMZyjF31+q4L/ivSa7uD2JJQ0y2tbKykrKysgOSMAysvJimSXl5OaFQiFmzZqE9/QKf/nY577wjqKlRu+wrVmhMmiQZPVqSny+JRARTpigjtGlTW7jVfR/68GKlmKQkZKh+YTHv3/A2KxdHSK1aiV3ZzqrAWJrCybSYKXRHnXQ0hoi2d9OyI8CPam5hzXonXm+vj0KsReXHPza48UYd24bsbOX34HSC09lOdbUkGs1h+nQ4/8fJrLvobramzWSYqETaghRHkMruzJ62KUlrXZAWK5VWmYHmNOIqOA0NGn6/6qNX/goy7pIMSpknOVk9VlkpePVVQWWlxO/PIhwW8WoAqDFbluSll3Q++URiGDa33Rbh/vtDnHWWSW6uzYYNOgsXKlO3lhbB9u0aH39scO21bu65x0lSEjQ3i55jKQ5GV5d67J//NMjOlhQVhRk2LMqoUTaNDYL7fqlahjIyMhg9ejRlZWWMGaP4IKHQBn7728UccUQ7M2aEufXWELfcsnNr0iOPODjuOC8XX+zm+9/3cOGFUR54INTH3Lt/MdvlGrQjbbA7r99vDgeMHm0zaVL/x0eMkMybZ+H3a9TWCoqKZE9VS/D44w7a2/uXU51OKC2V5OXJHs8JnczMTMaMGcPs2bPj89+yZUs/KdN9lR/eHb7xDYuHHw7x29+GuPHGyF65UH/ZeO+991izZs1OX6eeeiq5ubnU1ak4ued74yCHOAS4SghRAdwPXCiEuOdgjf9AQgjxnhBizSBfp/Z9nVR/LHf537ynEvEUcImUctDUWQhxuRDiCyHEF01NTXs91uqMQh44/DwctkW3w43Dtvjt4edRmZ6/18faFXY1yeRwN+88/iOSw/2rkTvSCwYd06LSqfs11l0dd+D7d6QX8Mc5Z+AxI3Qbrn1ek13Nb2+wK/34HekF/Pqoi7GFFl9fKTTuPeqiQcc5cCwD18IWGlJoQ1rXoa7jVwECtRtfOv8NRt78JqXz30DbyzjqYM83fj7LxEbgsMx+59OEYPj8Nzjsng/wOPYuBN2be/Krdp2/jPH8N+Z4UJOGAwVd1wmHwyxbtgyAmTNn9lMR2h1aWlTrTnv7zs8NlF2N+S9kZ2czYcIEIgGbn/52OHc8lMu99xpceKHBH/6g0dzcq/2vjMMk3/qW5P77Lc6fsZAU069YqE1NsGMHX2xK5cf+X3C/40bqwhmsjExlqzUcKTRcmqm+HBa5vi4KPa1cXvo20357PtnjMxFCkpUlSU9XHge2Hetrh82bBU1NIKVNMNjJuee285e/uHnwQYt77rFISgJLGFBUhBw3jizNT8hyIiWETAMhJSPctaSccyIuj6oMmKY6flISjBkjOfRQizPPtEhOVrvx3d3qS9MEc+faTJhgY9sWnZ0aQjipqHAwGLVk5UqDpUt1rrnGy1lnefj0U0lJSYRQyGLLFo1olLg7c1eXQNOUpKfDAQsX6uTm2vHd/f7eE/Doo078fkFbm0FWluIA5IUqWPrUVnq6TOLweDwUFRUxdepUTj99HE880caf/rSWsrKFrF69ipqaGkI9pIUtWwS/+Y0TTVOBeXe3alE64QSLs8/um82rf4OGYeN0qrUb+JyDME7CGERxEGdHx52Up02zeOGFILvi7ra3E09UpISGBvjXvxycc46HW291xisme0Js/lOmTGHWrFlkZWURWr6ctW+/zYoVK6isrKS7u3uvlMV2B5cLkpOHmkgdGEQikSH/fRgMp5xyCk8++SRA7PsrA18jpTxPSlkipSwFbgD+LqWcv88n/S9CSnmclHLSIF+vAA09yUAsKRgsgYqpSL0B/I+U8vPdnOtRKeUsKeWsfVHTs6Tk5A2fEnS4+O3h5xJ0uDh5w4K9Ps6+4Jh+/fT9sasx7e9Yh/r+C1a8iQDeGTN3n9dkd/MbKrzOXYcYJ2/4FCkEYd1BWHdgC7HLcQ42lr5rIYXAFmLI6/rfumf2Fja9rV0DuRZ7g4M935M3fEpUN9CQRHWj3/ksKZGoee0NPwT2/p78ql3nL2M8ezrmgf5Xe1A5DbZtE43uf6lk3bp1NDY2MmHCBHJycob8vnffFfzmNzogMAzJHXdYzJrVO8UlS5Ywffp0HA7HTvwFgLcerebe28MUe5poHzebJStdOByip88ZDiutIljVii0FP5v0Gs9VzKXGr2NLF54knXH6Jq6Z/D5Xr7qcaDSCVwsSjHr5uHkyUtNAaIxKaSRi6+zoyiLf0cjpY9bx06cm4h5ZyNKlgvPOi9LZ6UFKFTTOmKHM4DZvFmzeDHl5NklJHeTmunjiCaPH/bkXgQD89KcGzZ9uRLY2sCY8CQdRhvmauXLih5xivMnic+/nu/MnouvqHMEgHH64zR/+EOGFF3S2bVPE5qYmtbPv80kyM2HyZJtNm7pZtSoJy9JJS1NBfHOzatERgp1adZxOOOEEk/Z2waGHRnnrLYN163RsW6DrEttW783NlUSjqq3FMOC66yLce6+Tjg5Yu1aP767rukoszjorwoIFFikpOppmMKryQ5ranPx92TBSh+8sdTsYAoEALS0ttLS0EI1G2bSphDvuKEVKjaYm9VGUUiVVM2eaLFjQv9vPtiUej8AwlEleNCKxbImGjUCgCbjd8UvKoxPZKocTTc2k8JAirroqwpFH7n6nv7xc4+c/d5GeLmlrU9djzBiL4cMltbXK8+KQQxZS1qOGtTdwXXMNsrSUjh/9CL/fT0tLC8FgkJSUFDIzM0lPT9+t3HHv/G2WL1/OrFn/XU5wS0sLl1xyCR9++OE+v/+ss86isrKSYcOG8f7772dKKf1CiFnAFVLKS/u+XghxMf93OQ33AS19iNAZUsqbBrzGCfwHeE1K+buhHntfOA2H3fMBmevLqU3JpjkpnazuVvI7mlmdP3qvjrM3GEof8ZS6TTuNaV3BGCbWbtyvsQ523L7vj43NaUYxpK3GphksLZrARWf/7wGb34HAlLpNpAU7WZeryG3jG7bT5kkedD6DjeUvZafF1+LIbcuQCD4dMYOs7laKu5pZmTd6oH9qv3MfzHvmv42DOd/fv3ovJ2z+HMOyMKSFKXRMXeft0XO/1N79wXAw5j0UJaYvczxDOWbFPSfv1TF3x2k4qEmDlJJIZHA1mqGipqaGzZs3U1xczMjBZEt3gaYmuOACFUS73aqVJRqF558349YEy5YtY8KECdTV1dHc3MzUqVNx9XH+ev7KT3n05XyK3M0slbPotDw4HDBrlmTxYkF6sskkexWXGE9xf8v30TWbNW2FdMskRvoaSHaEGeWppqIzhSJXMy4riszNpUIMZ4R/KStC4ylJaiVi6/jDPu4q/hNzn7sKUdTLfH/llS8QogynExYt0li6VJCbq4LxZcssUlM7OeEEF5df7ogrKg1E845unj/1ebaG0pmbtIUTJu4g2V+F4XVCJIJ1/PE8k34lt9ziIBQSzJ5t8fDDEX71KweVlQKvF9atUwpBaWmqFcrlkjgcHXR1uWlocFNSIqmsVCTkzk7FN3A4lN/CQEyZYsevyciRNosX6/GWo5QUm8ZGDZcLSkokpaXKx+EPfwjx/vs6TzzhYMUKPZ6UxL7OOy/CypUR2tvdlORGECvK+ZbrXa76fTHmmWcOui5SqnUcjBtsWRZr1nRy2ml5dHRoRKP9d9A8HqUI1DcpSkqyyM7WqKsTFBXZJLdUsrJtGLHcX9PguCO6eTM4D23lSnC56KqsHHwAg+Cjj3T+9jcHmzcLwmHBtGmKSB4IKFL4D3+4YK+TBtHSgvu888DtJvjCC3ELa9u26ejooKWlhdbW1rhXQmZm5i4N1UzTZNWqVcyYMWOvxnCgsWPHDm6++WZee+21A3XI/9Okhd1BCJEJPA+UADtQkqv9EighxPnA34C1fd56sZRy5e6OvS9Jw1CUZA40hrXW8vhL/0thewNeM0LAcFKdmsulZ9y2y7YAAWy/52RK57/xlRvbl3GMA4V9HcveBHIJHFh8GffPV+meHAxf5fttX8wsd5c0fG3ak2zbZu3atTQ3NzNixIgh7XT2RWxnOJYg+HwqyGvtozAuhGDdunWEQyHKsrNx1dTAtm3xr4m17xHSPDRZ6YQ6wkTDNtkpYdxmF6OKgvz00laeKh+P/6hTiUQFTs0kikGyEaI5kkKe28+GzhwmJVfSEM7GnDCR9rFluELt/GzMv/jx+A/RIiFSaeeuWS9xROZatLVr+s0jOzvCKadITjxR8oMfWHg8UFMj2L49TGlpK//6l4Pbbtt1wgCQXb2SazKe4s7M+/jOJW68j9yD/O19yJQURCCA/vHHnHVGhI0bQ2zdGuTFFyO0tAgqKwWFhZCSAo2NgrY2QXu7oKEBGhrCXHhhlFtv1Rg9WpKbKxk3TvX0H3OMxd13Rxg/3u4X2MfizIYGRaK2LPB4BBMmqHYvIcDtFgwbJvF6Ja2tavf+5z/vJj/f5PzzI/z85xF8PhlvgdJ6jM9mzrS5994tXHttJ/Py13Bt0p+51vMnjJdeGnRN3nlHZ+rUJEaOTOK00zw0NPRWEqqqBJWVBhMnpvGb35hIufPHxu02d6qihEIaN9wQZvZsi6oqjZVtpcTizVjVpbbFQ+Cdd4jMnw/BINqKFbu+cANw9NEWTz4Z4rbbImRl9f7J6uxUScq+cIi0L75Qg4tE0Nat631c00hLS2PkyJHMmjWLSZMm4XK5qKysZMmSJaxbt46GhoZ+lUTbtr8U2eO9RcIN+sBBStkipZwnpRzd08bk73n8i1jFRUr5tJTSIaWc1udr5ZcxntOmF3L36ZMpTPMgUP8gtS85pduXPuJYb7++j315Q33fgehx/qr0gutC7PNYCtI8u12zfb0OX2ccCI7KUPB1q2zvKQAAwMtJREFU6d0/UOuhC7FL7s5/G1+GmeV//z/6EBAKhVi6dClJSUlMmTIFh8Ox10TN3FwZ34UF6OhQPfIxU+ZAIEBraytpaWmMz83FuPdejCuvxPj5zzF+/nO6b7yLxzYciUSwqr2UYETHF/EzvG05wS/WIzZvZuaKv4CUOI87Ajl8OLo0wQYbgY5FKGKiS8Epw9ZgjxvHe1tH8vligbO9iUqGcb7zOf557is8cdRfOcL8CLxeZb62C5SUwCOPRDjrrK1cdFEl//xnCrm5vZWR9esF99+vceGFOlddpfP000rKVHzyCXZGBt3z5/PFrFl8sXo124TA/4tfYJ54IqKrC7FpU49Uae/5YuTrUEj181uWqiKEQhYdHW7y8lL59rdt7rorisuluB0/+IHJU09FufJKi3ffjfSYjfUeD5RLdDisXJPXrxdkZEhGjlR+Aikpyun6sMMkxcWSWbMkZWUqILVti6OPDnHyyYrsXFJiM3FYJ2Ny/KRXlDN8wyecn/kGNzX9jDTRwTscT9vSbej/+Q/6O+/Ev7Y9uYirr3IRDqtkctUqjcsvdxONwp13OrnsMjdXXunmuutcHHecyU9+EulrnI2uQ0GBtVOfvmUJbrzRxYIFOgMLbDESeXGxDZpG5IYb6F62DHvixCHe0b2YN89i9myL+npBQ4Nav0svDfUL2KVU9/yeFI+Nd95B9qiD6Z/s2qPM6XSSn5/PxIkTmT17NkVFRQQCAVatWsWyZcvYvn077e3tX4mkIRAIfKnKUAn8d3Ha9EI+m38s2+85mc/mH8u5c0p2+3qvQyPNszNZyOPQOWzk7lsXHZrgsJEZe9Wb7NBE/B/3OXOKhzCjncd1zpxiPI6hVSD3p2/aoYv9Pkbfce9pPXc3jnPmFOPQxM5j2bggPs5dnffGE8budq0tKXdaT4cucOwm49yXNGN3PF99P7Jbhyb2Ojk+EByVoeKg9O5v3L9jHqj1cBqCmrbgASs/a7Db+3uoSPc6uPv0yQfc3O2gticBhHstcYeElpYWNmzYwIQJE0hPTweUxGp7ezujR+9dL9iCBYK77zawLHC7Jf/7vxaTJ0uamprYtGkTHo+HkSNHKg5DYyP6736H2LgRWVDAg+u+wVuVEynytSIlVHRkMDzFT21nCh6zgytOquDoe0+A5GTa2uDM7xqsWdxNwHSC0BjhrSLdE2Vy0jYWtE6mO72AlhYNA5OxcgNC17j/+mpm3nCk2nH+85/R3n0XpMT85z/j2c3ChQsZO/ZQ3n1Xo6vLJD19LTNm+CgtLe23s7xqlWD+fJ3NmwXd3Sr4Hz5ccuyxNrcc+ynWiOGInByEEEQiEZqbm2lubqa7q4uCmhp8EyaQNm5cXMc/EoGbb3awaJFg/fr+QbCmSRwOwRtvhDjkkN3fMhUVcMIJ7njlRwjIypIUFkqSkiTr12uMHWszerRSo/rXv3QKC9UxQyFVSXj2WXVyxZGxWLFC49Zb3VgmiA0bKejeyqMZN+ETbUT1JM72/5nV5gQEEjch/pV5KeMdW9T529p41nsxP5UP4EpS1SspVavUAw+E+eMfHfHz19UJTj7Z5Mc/jvLTn7p46ikHtg0jRtgUF9ssXWr0yM/uGS6Xaum69dYIP/zh/vN8LAs2b9aIRNR4XK4oa9asYfr06dTVCW691UVlpcDphJtuinDkpCacf/7zTs50i9/p5pXoSThkhHNTXmPsUb3k1PawmzZnNlk/uxBH0q6JxdFoFL/fT0NDA21tbWRmZsZlXfeHkLyv+Oijj3jvvff4/e9/f6AO+f/fNuVBwL60J+0Kt7y8elCjNIcmuO/MqXGH2YEuxTGH138srkTK/q7Kli+ZX50+hdOmF/LIfc/wtyqbRm8a2d2tDA/6WZo1kjSvg+6wGTc6E8B5c0u467TJ/cYWc5AdiHSvg5OnDO7A+/KKGq5/vnyPRNh97ZvWheA3Z03l2udWDvkYDk3gNLS4OV6sTWNXjrlDQV8n7pdX1PDCI/9ioyud5qR0Rtpd3Do1mbYJU+PXLs2rZJzbg9F+6wUw8ba3BjXui41v4PUHuOPVtf0M2EAlImfMLOx3XY4Zl72Te3UMmoBz55Qwa1gGN75QTnSAK1lf9/B/fF65y0BrdE4SgYjdz4m7cA9jHYjd8QGuPeUmJIO7DnscGm6H3s+B+/Ntrf2cjytagv3WI7Y+h/q3UZ+WwzbNx0Q9SEpTPQszhu80Nq9DIz3JRW1bcFCnbYcm8LkNWgNRptZvoiY5u9998F5S8ZAMEYe6HgP5EX3X/Jhx2by0rDpuvCZ6vvqOeDAX6XSvgwn5ySzc5t8lxyaGmIszsFvH76EcY3+Sha8MpwGGnjRIKamoqKCpqYkpU6bg7rO129LSQlNTE+PGjdvr83d1gd+vpEndbuW/0NLSwtSpU9m6dSu5ublkxMoPpon2r3+hPfcc1265ijozmxSnCrIaAsnMS1/ONaWvYF12GfLYY+P9NmvXCn5yWYTo5h2EEXRGkyhL3sxRuev59fazaQ15iRheJIJkI0C23kr2mDQO+4ab22/vdRcTn3yC/vDDtFx8LfWjDic7W7J48VIee+wQ6upsQqEAPp+b3/9eMGNG/0t1yy06X3wh2LhRcRC6u1VrlmlKLr00yg9/aJGSsnPsY9t2XMff7/fjcrnIysoiOzubzz7zcsYZLgZy2TUNUlIkf/tbhMJCSVoa8UB7MJimUiI691wnW7dqcVnXkSNtkpPhH/8Ik50N77+vDMEKC1WVqKlJMH68zQMPRKmrgyuvdLJypU56uuTaa8NICW49zAkr7iXv338lalk8ZV3I7e034hPdCGw6LS/TPet5Nev7EIlgjx/PWxc8wWX/Uxz3v4hEVJL1/e9HeP99Jd8Kaqc+K0vyxz+GMQz1+4MPOlm+XCcnx+aQQyyuvtq9y3n3RXKy5JvftHjkkdCgCkktLfD00w7q6wUzZticfro5VKoDoD5nGzZsYOrUqVxxhZsdO5R/RjAIHR2Cxx7pYsTrf8Tx7LNInw/p9fJp6yR+vu2HuAwLGw0si0fG/oaxSdW8sH02f2w4E5mfR8a4LO65J0xJye7/PHR2dlJVVUVxcTEtLS34/X5s2yYjI4OMjAxSUlIOSiXi9ddfZ82aNTt5LuwHEknDl4ADmTQMxnUYLIDf0/u/Uf4+D752Pz/59o28O/XYPe7cDXZej0M/YDt+w+e/cUD+KQ/swe47xqEabhUOCNCHgl2NP8b5ONDY1+uxq4RyX8dwoI61Lzjqh48Nyge47Izb+PjPl+75AAcAQ70O+7JWuzv2YIH3rvgRe7seu/qc7AuHYHfY3Wf+d2dP+1Lupa+UuZsQYo/yjaZpsmbNGlwul/JGGBBYDDR32xv4fOpL+S+oc8ycORNN03aSXMUwsM86C5mby/gbt7ChexjJjhASQch0MsaxHev225Hjx8ffEonAP/+p0VwbYZhoJk3vxMrMxRw+lYU73Bh2BLdmIDUngYiDiNONnZuP2UMmXr8errzSoLpaMHLkPH74vek8cn8KlqYuVWFhEbW1Jikp7RQWptLVZfDYY/DII/37TiyLnj5/td6dnSpxcLkE775rUFurc999UQZSQ2IE11jiFAgEaGhoZu3addx33xhsOwtN629YFlMQuv9+A7dbnfvssy0uuKB/y85HH2lcf72T1lbBsGE2bW0iHjALARs3aiQlSY480o3Pp1qv5syxWbpUiycm11yj5nnZZS5WrRJ4vcqJ+1e/cvH222GGDXPC+bdQVTaKnFtvpaY9BwtNjcOycRGiJpoL0SiRK64ges01HC4MjnjL4tNP9fjaXXppBI9HEoko7kF3t5J6FULw0UcG990X5sQTFY8hElFE6MMOs/rtMOwKU6d2MX/+WnJzQ1RVpZOVlUVycnK8UtTdDdde66a+XuDxSBYv1qmrE/zkJ0OvSMT4BOGwStAKCtSgPB4l11pR7aT46quxZ8yg4a4nWF43ksdbvoPDsMl0Kb3WumAab3YfjQy/y8OtF5AxMxdHRjLNzYK77nLx6KOh3Q0B27YxDIPk5GSSk5MpLS3FNE38fj/19fVs2rQJr9cbJ1T3FR04kAgEAiT1171N4P8wdlVlkMDTn1fy4YamPQYj3ksuYFmP0zTAb954gOhbD7LgtUNh5Qe7fN99b2/ciZQdjFrc9/bGA/LPvSDNs0+7j30x2K553/W48f+xd95hcVxXH37vzBZ2qUtZQAIJ9S6BqrvlbsdN7iUuiePeYjsucuK4O5Z77LjEPXbiuPtziWy5l7jJaoAKQhICJFGX3rbO3O+P0a5AAgQCBI7nfR49kmCYuTu7y55zz/md31ETdisuF7BHgVFX6x+onvDwY+ptILogZ3i/BWP9ea49ITRqDA8f8Gse++ABWq1R2LQgjxzwa0KjRu+1NfT0ediTe9Xdua99PXeX48P6iL7ej66M6Xprvrc7EpzWTg3aVGE85mtfz92ryeiQc4RuaWkhPz+frKwshg0b1ukxfUkawAgi8vLyGDFiBMOH77jJXZ1XVFZybsaXlKhjyKseRkhXOCJrHUcm5UHNgZHjgkH4wx9UvvhCUumxU8s0xg6rJW7sSEaOUql0ziVdVtG0FWy6nzasBIIKtigdq1Vw1FEhTjzRSkOD4eC7fDksXZrM/vvrxMYau8TffptMXJyfkSNdKIqC1bpDp9Ge447TWbXKgsOhU18v8PmMADsuTpKSAps2KWzdKhg1qusIt6YG7rwznrw8Fy7XWAx/JsNIrD2qalQBJkyA1FSjkvDaaxbmztWZONFwx770UhvffqtgsUBKiqSw0FhTWpoxMjQQMIL16GgilZGLL7bx3//6KC01pgONG2cY5jU0wHffKYRChpDdZjPM5vLyFEaMCLFx40YCU6eSvHgxcw++l2fFeWhSoEiJnyj2Ub6k7brrCF10EUIIVAWeecbH11+rfPWVMZHp8ceNNprJk3WqqwV5eQqaJkhOlmgaXH+F5KkpUeTmWfD5YOlSlW+/VcnJ0cjPVzuY2e3MCSdYOfbYKQSDQerr6ykrK6OxsYmVKzP573/TaWuLoqJCYeJEIzOLjZV88IGFyy4L7lKVkBKWLFFZtkzF7ZaccUYQl8uo1AlhtCMlJBj3MybGuMe6DklJxuLWJB7IdYGD8VdXUtoQj1QU4hM3ogjjeVaamyideyhSHY010Ujek5IkRUVG4thdoUDTtF0SfovFgtvtxu12I6WktbWVuro61q1bRygUwuVykZSURHx8fL9VIUwh9C+HrhKG9pQ1eLn5ndUAXX7I/mXeWTzbidP0PfPO5shuzj3QgURPAvru6El1oH0Q1lWCsqdBfmfrHwixZnsGO2gfbG44agL2l2/Da7Xz2H5ncvX3r3HChu846ra9OxF6IJ+Hrs7dVZJ63HZ9RF/ux95KgLuKIzS5w8OjJ7/T+ovBVym2o7Kykvz8fKZNm9ZlwgB9Sxo8Hg+rVq1i8uTJHRKG8Hn1nUfgSIny5Zc4UqK5ftgrpKh11LdF8d6GKbxbdyCinVh0+XLB8uVB0lNqcTta0KNjWduQhSYFU6bobCyykFczHGdyFNEWH0lJktNO07jgAp2nngpSVibweAShkOGN4HAYwXQoZLxwAoFGHI4Qdns0TU3GyNP6esHRR+9qkLL//pJbbw1y7LE62dkaUVEgpTHt6NtvlQ7mYF1x++1W1qxRGDZMEgxqbNsWwOEQHQJFq1WSmdmKqmpAK6FQEItFoiiSNWsEzz6rcvjhdpYvN4LMYNDQBghh/Nvng/h4YzqS07nDCM3hMHbwKysF06ZJZs/WI54TzzxjIRjcIcz2+6GhQZCQoLF69WoURWHKlClY1q3jyOhvuTbuObx6FM3EsS8/sEguxLZ8OZomqa7WaWkJoutBDjggyD/+YaWlRdDWJmhpEeTlqVxzTQCr1WhNUhSwihC0tbF8mYrfbwTOoRCUlytcdVWAjAwdVTVGrkZHy4hhm6rClCk6n3xioaEBrFYrbrebSZMm0dCwL6+9Noq6OkF5uZfSUklpqR+fLxT5pVFWJvj8c5WfflIixnYvvmjh/vvt/PCDyhtvWLj66ihaWnZUGoSAP/3Jj99vTKiqrhYsWBBi0iTjNfPUU1ak1Ur6WAcTnaW0hqL4omoqH1bMZEXDGD5vmAMHH4CuqBERdUODIDNTdpswwO6nJwkhiImJYcSIEeTk5JCTk0NCQgLV1dUsX76c/HzDXM/r7VvA1dLSQuxQsp82GTBeXbq1R8eFd/+7Irh9d3bnaS27243sKmDor0Bi52lRvSHcNtGToCIsLv/rGdm7CIb7EuR3Nu1qIMSaJjtYkDMcxx8XcvYfXuL5uSdz9h9ewvGnhb+Ie37DURM6ff1u+d0Vfb4fXZ27vxPgxt1oVsJ4gxp3fLB29wf2kSHRnqTrOhs3bqSlpYU5c+Zg7coGdzsWi4XQ7sbA7ISUO/QLc+bM6VSQqSjKrsnIli1QUYGwWFhUfSOFifMYPjZIcGMxD649jrGWJ5hyTSu6w8H69dvQtDSS05JJShXU1gq2bfNx0UUaTzwRzaRJEqdTUFLiIGtCFA8/HGKffXbci8cfF/j9RnAZChnBMIDXK5GyAV2PIiYmyBVXhLjrLiO4TUmRkdaTnR/vvHk6c+YE+fprlYsvVvH5BKoKfr/hiJ2R0XWVIRiE1avDCUOAUKiFlJQELrwwxEcfKeTnG67MkyZJmpqi8PkEPp+FpqZmvF6durpoHn7Yhs+nUlUlIiNWpTR2u1tajLWkpEhiYiA7W+f9943A1GIxrh8MwltvqQQCgvnzNQ4+2BjZmp9v+DaExdhSGr4EUVHLSUxMIzMQgPx81OefR/i8XMsjXGm5j3XBcUgE1pCXbZ9s4IwDVLZ5ohBCcuelxcw4NoWWFqNlKuz74PMZ42VjY43r2Wyg+/zoGghFB3b80hACnnrKRmOjID5eIxikQ8VBCMPXIhg0fCvadxV/8omV+HhBfHwUsbGwdavChg0OKiqC2Gx+9t+/id/+1oUQFqQU7Lefxh13BHjtNStutx6pQFRUCFasUElLEzQ1GW/vnBydF1/0UVwscLkkY8fKSNuYUdWSiNJq4q1eFCHx6xZsIohNDfFD81Qsf6/izN8Gef116/ZkCG65ZffapN6OXLVYLCQnJ5OcnIyUEq/XS21tLRs2bMDv9+NyuUhMTCQhISEi0O8JbW1tZqXhF0Jv3HLb7/7v3Et9yMQU9n/5217vRu6NnfT2u6o5d37SaevCzuzpGva0vWd35/wlBKxDifnnHMv8wV7EINDd6/eyATx3f9KblsT6tiDvriob0PfXoLcnBQIB8vLySExMZObMmT2aLd9pRaAb2mskwvqFpiYoLDTagCZPlqiqkTTU1sJjj6msWSMYMQL+mLOe0bqOfs45rHhqf5KTQFgt2KZNRFtdx4Z6NxNWrmRVVBSTJ7txuZzU1xuBld8PBx/cQGVlLKoqcThg4kTJiBHGrnr7hEFK+PhjNbIDHyYzUyMQaELKWKKirFxwQT7/+c9Uhg+XJCdL2trgttss/PvfQcLFGSklmqZFWlSamxXS0ozd/5YWgcWi43B0bC3Jzxf8619Gq83RR2scfbQx7rSqyk9Dg4bdnogQgvnzA1xzTYjcXMGf/2yjuloQFye5++4Qt98eRUODk6goyfTpPqqqgkRHtyCEa/uIURHZIVcUw9RNVeGtt/y4XEYr0H33WSM6AZcLPvpIxWqFzz5TuP76EAsWaEybpvPFFyo2246gfN68CkaNGklKcjK2+fMNjwGvF4RAU6xcpj7Hx8phqHoIIUNUNqQTbLASTRsJ1HP7X+J4OqUSiyURn69jSfDuu23cdpuPO++MIhQCvS3IMUk/8HbdYQTkDnfupCTJhg3K9qqO4SnR3CwilQYw2pjOOCNIYmLH4MbplLS2qoCM3NPkZEhOtuB0qmzZkoiqBrHZWpBS8OWXTubP9yOlo4NuJBiE++6z0dbmIhCI4YILVH73uxDJyTuqOe2PP+igEP/8h4q9roVGPRZdB6c9RLQlAIEAfmyUlcKvjglx7LEaTU2GB0RPJAKapvUquG+PEAKn04nT6SQzMxNN02hoaKCuro7Nmzdjs9kiWgiHw9Ht743W1lZT0/ALQRGg9zBvCO/+7yykLGvw8vaKMob/9nKeaLCyVnPw477HcP1kJ8f0oBceBj6QCHPb8VO44a08gtqOB21VBXOzXB0m3Zwya88DdTPIN/k5MxhtUf3JDUdN4NrXc3s8AOGOD9b+7yYNjY2NrFmzhvHjx5OSkrL7H9hOpxWBLmhtbSU/P5+RI0eSnj4MIaC0FK680kJjo9EyM3euzn33aQihcvfdiZSXK7hcknXr4Ip1B/Dao6OJzhnHsPdg2zYjmJWKAikpOM84mtVb8sk68khSUlL46181Hn5YxeOBY4/VOfTQSoqLowmFxPYg3ugvHzmy40sgN1dQVyew24kErUJILBYvjz4qcLshOTnITz+18fLLgvTtniZOJ7SWN1Bc5GTYMOMa4SpMeJd38mQdiwUcDklNjaCqSiE2VnLffRauvz7E5s2ChQtt2GyGqdojj1jRtCAnnLCFW27JQNdVQBAdLfnd74xEITVV8tRTAUaPlmzcKPj1r+14vZCSopOcLMnPt+N0QkqKg7Q0nYoKBSF0VFUQGxti9GhJcrIa0TMA/O53RjWhtFRQVCR46SULaWnGffJ6jWSusdF4PDNn6uTlKVgskpSUZu6/XyUlxRjJ63/vPeynn47y/fdgt/OG/Xw+ajoCB178io0KfRgSBZUQbRhBd0yijdVtyaSl6ZSUdNwd93gUnn7axpIlTaz/po6RT/yZGytvxCm8KFE2/CEVRYE77/Rx9dVRSGkE7w0NlkjyERamaxq8956VrVsV/vUvLwkJxvdnz9Z4+20roZCgpQXi4+GUUwIkJMCWLYJPPrEyYoSKqkah65KmJo0vvmjF7W5j/fokkpMFoZCV2lqBEJLkZI3GRo0HHnDw3nsWqqqM6kxKimTRIj/jxxtJ9/nnhwisL+HjTQqOKD/p6Tq1rQ70KDv4/MiWAErQR4ynmLjsUaSn93wntz/N3VRVjYxuBfB6vdTV1bFp0yZ8Ph/x8fEkJSXhcrl2SVRMTcMvB7tFiYxE3B2HTDQ+c7oSL/9LS+W7e3ov9t2bQXZnSYoxGrIsUnXRpOTtFWXMHploBv8mJj8zFuQMZ3lpXY9Hy/ak8tgXBqU9CWDr1q1s27aNnJycXhsv9dTpdof/wgyuvTaBLVsEY8ZIrFZJUxO43RIp4YcfFD79VDJihIXiYhuZmXK7fwDU1CSwUcSQjeTmmzWuvtqCxyMJhQSzZjXjnNnMuJwTI0HJpEmSZ5/d0Tq1di0cdJCP776LobDQ2OWNjoZLL+34IVVTA+npRgBuTDSSgCQtzUFjo87cuWGvApX6emN0bEYG2DQv+pZyUup1NG0smqazeLGFt96yoKrwm9+EOPhgnTvuCHLVVTaqqozHPWaM5L33VCZMCDst7zC6A51XXmlk6lQrI0caE41UVbJihaC21hBfFxUJTjwxissvD/DEEzZaWoy2orIyqKsTeL2C5mbjcblcOhkZkoMP1vnxR0FRkZU1ayS6Djk5TWhaHcFgElarlbFjjfaZpqaOgV9FhWDzZoXiYhVFkRx2mMbNN1dTUrKF444bQ3x83I6DExIIPPoo6j//ieW119jUlElIWhAK+PSoduMGBQJBm4jB2wB//vOu5mcCidQkBfk6k+66iGGNkscaDmdp0yRs0k+CVodigTbNTvMjr3FZWiJPlR5PfVvHSUBhB2gwqhKrVqnccEMUzz7r294KpnL22UG2bBEUFSkRkXG4kpKTo1FQYFSM2rbU0VCfRHNzGqNGSVpbdaKifKSmVuL1JuJ0KgQCgo0bHbS1CZYutaAokJ6uExUF119v5403vERFGaNlfz/mA649dzOBm27iza8UbrtNUlenAHZShwsuT/uGxG0uQtm7ztnujvD0pIHA4XAwfPhwhg8fjq7rNDY2UltbS3FxMRaLJZJAREdH9ylpqKur44wzzqCkpISsrCzeeOONiF9Me4QQI4DngEyMl9evpJQlfXiIJnuAr4cJA8CX6z3A3puCMlDsnKTsv+iLAZ3gZGJisne5e8E0/r10S4+rqAPJXk8aNE1jzZo1SCmZO3fuHrcvdIeUks2bN1NXV8fkyXM4+2wnPh+kpUm2boXNmxWmTdseNgrDnKy8HCZNUra39hgBsK4bQVs4p5kwQfLCC0E2bYKmpq2kpVWTnd29BkNRFOx2nQcfDLFqlbGrPnmyZPuGaYRRo4xdYI8H2to0hBC43QqqKkhONj4I16+H3/0uh9ZWhWAQiopgeLzOucqnTNjoJaBfzaefWli0yEpMjLH+P/7Ryq23Bhk3TjJ7tkZqqkJYE2qzGW1JY8fKSECraRpbt3pJS3MiZbhaYCRZwaAx+jQcB7a2wtNPW2lpIbK7DoYuIy4OsrJ0qqoEra2Ce+8NcPLJOtnZUdhshihbUWDLlli2bq1g27ZVKIqCy5VMfv4wtmxxRLwZLBbJpk0KMTFGtURK+PRTwQEHVHDmmRM61afISZMI/eUvaGeeyeTDnsQiQuhSoKAhEdjwowkbUgijGtDNtCOBJNVah/TUcv36G8hvG4tNBPHqDkJBK0myHlUGyapaygWz69ky4TBe/cAe0UXo+o5zx8TsaA9atsx47Ye1DxkZkvR0ydSpOp98orJ1q6GlOPhgjVmzNO65x86Kn4DNHuZMbmP6dKMfLT5eITbWyaWXWrn8citr10pCIf92MzwdUHA4jIrJ6NEa9fWCykpBVpaxqOD55xtuc6rKqaeGyMnR+PJLCyCZO1dn+sQzCPWiHTCMpmkDNka1PcbrxhUJ5v1+P7W1tfz0009cd911uFwuvv/++x3Gjb1g0aJFHHbYYSxcuJBFixaxaNEi7rvvvs4OfRm4R0r5qRAiho6ePyZ7id70/4aTgr09BnSg+bknQSYmJrvS04ShM7f7/mSvT08qKSkhLi6OqVOnDkjCEAqFyM3NJRAIMGvWLCor7bS2ClwuI1hLSjJ2V6urjWDRmEwkmDhREhcnWLCgFo9HUF4uqKoSHHqo4U7s88HNN6ucdJKFq64KsmJFFLNmzdytaDvs/WCzwbx5kgMP3DVhABg7VnLVVT5SUpqxWBRiYhTcbjjuOI3sbOPVcvXVFtraVGJiJHa7EWg2NsKXcj7/+Vcz5dvgH/8wKgwxMUbgXlcHV11l49JLbaxcqdDYaESs4alDmZnGrn18vKSkROPrr3VKS+PweJx8/rlCW5tRMQhPKwo/ZUbP/o7JTjuTkCAZNgxycoyqxrx5kvJy49rJyZKUFElSkuEkrSijmDt3LlOmTOOmmzK56ionixYJiookcXF+Ro/WcToNn4bwcyylxuLF0zj88FjOO8/G1q3GuX/4QeGVV1SWLzde2qKiggWxn3Fa1Af4iMJGkBjRSrxoxmVrISEBsrJklwmDogqiozRezvoT1b44VvvGkmpvYEbcZmxKiJBU8ekOzkhYwkEXZdH65BNM29eO3a6jKDumJglhJGnh+6frkowMI650OIznobzcmJzl8wkOOEDnqquC/P73AQ47TCMhAR54wM8Xt3/KQ7F3MKopP7JGq3WHaP7mm0O43VZ8PgeappKYKFEUnWAwhKaFaGryoWka8fHtYlqns8MorTFjDAPACy8MMX26biw8qmemde3pz/ak3mC32xk2bBiHHXYYy5YtIzo6mk2bNnHMMcdwyCGH0NpT227gvffe4/zzzwfg/PPP5913393lGCHEZMAipfwUQErZIqXsZBCyyUDTG7FvOCnYW1NQ9hYDPcHJxMRk76P2oMPGqoiIo/RAsdcrDWPHju315KOe0l6/EB7ZGhdnVA7aT+VJTYVp03TWrjV2zi+8UGP//SWNjSonnVTJ4YensmmTID1dcsghRqvS008rfPopOBwNxMY6WLx4GPvtF+LII7tP/3YxjOuCpqYmXK7VvPPOxMg0ooQEGDdux6SbbdsEqqqj60ZwqQiJqmskO1v4c9EFxJ8pKalWaG42jrNYoKZGYeRIndRUiaYJysqMTWWA6dMlZ5yh4XTCHXdUct99OhUVw5gxQychwXAldrmMgD0QgIkTdYqKjCqHrhtxZGfdJxaLEcj6fIZr8rBhkpEjDaO0sOOyzWY8J7pOJHj+6ScHy5fbsFoFNpskGJSsXGnl9df/S17ebMrLndhsIYJBhdZWG998YwTlGzdKVq2yc9xxIf71L2skAfjDH4LctP4dFL+Xvzpv5oaox2hTYkjTyvhEP5wmGcucT+7kkccdFBfv+kCsVrBYJFNzLIy65TLsi+5BhjR0qyDW4mO/hLVs9SbzSNZfOeTRX6HvfzJRwBFHtHLffSpS2ggGDSH0QQcF8fsFGzYY+geHAx5+2Ij0hYDTTw/yn/9YKCpSSE6WnGp7j2TXfkRED9uxffYx45JqUT211G1tw+Zy4vEIjj/eeE9lZkqeeMLL3XcHaW2Nxu+3EhUFra0qLpdOa6vKGWdsZuPGsm51AP3BYCUN7bHZbIRCIe666y5iY2OpqanplSi6qqqK9O0CorS0NKqqqjo7bDzQIIR4BxgFfAYslFLuuZmMyR6xIGc4by7fwndFdd0eZ1VEJCnY2+Llgaa7CU7vrirjjg/WRvqeExzWSJDR18ffUzffzo5rf/14hxUhoKEtuMt5enINQ9ieH9G2KALOnmc4gXf1851Nz+rK/K79dTq7lzs7HLc/Jkxnx/b2Hvf1PnV13gSnFV9Qi9w/l9PKbcfv+rj29PVyy7ureXXp1ohI/6x5mcwemdjj8w22w/Zgcda8zE51DQ6rgi+o77V7IXbjztzvHVSapvVL0vDDDz8wb968SFAS1i9MmzaNuLi4Dsc+/bTCSy+pkeD78ss1zj5bp6nJCKDDm6jNzc0UFxczffr0Xa536qk6JSU+3G4nFosVjwdOPFFn4cLu44KioiKio6NJS0vr8pjKyko2b97MunVzeP55J7oO06ZJHnggRLh9Wnz9NWdelsJHJZOwqTqtQRs6ghS1jiiLRpU/gYPc68Bu54fK0XhDVhQkGiqZIwydQEwM1NQI7r8/gKIY+gur1dCXVFVVsWnTLJ59NioyitXvNwL7t94ylMqhENx2m5XvvjMSkVNO0bj8csPhOYwQRjvTggUapaVG69Mf/hAkNdX4/pIlCldfbbQT6Trcc0+QM84w7uH//Z/KdddZI5qVcDVk0yYvW7e2cOGFKps2xaAo0NxsCLdjYoxjNc041mo1EgmjJUhSaJuGO1iOjI8n8Pe/I8eNw3bxxYjVqxGahv+ll6ibeSgzZkRRU7PjcSiKoT2Jj5ckJEguuSTEpd/9hnt/OITXa4/Ap1loDMUw3F7DM5MeZuqXD4IQNDY2UlBQgNM5g8cfj6e2Fo49Nsivf+0nEND58UcLXq9g7lydpCQ6D6obGnAecwyBhQsJnXjijq/7fDiPPhoZE8OWageL972dtgnZ5ORozJunRyY0vf++yldf+YiNDbBxYxJbtwr22Ufj2GM1RozQGT1adtAB1NfXY7VaI0Lj3mqMumLDhg243W4Sdkp89jYHHXQQy5Yt61Jfcfjhh1NZWbnL1++55x7OP/98GhoaIl9zuVzUt3/BA0KIU4HngRxgC/A68KGU8vl+exC/AGbPni2XL1/eL+fqzuRtTwO2nxNdBeY7T1oCo91AVUWHrzusaq/8E3aeQNXVOTo7zqoKkBDsov8ifB5gt9d4d1UZ172e22lv4P5jElm5pXGXnz9l1nDeXlHWrWFeZ9fp7F5aFcEDp82IJCKdHdPZsT2hs3vX2Rph9/epN+cF4zl64NQdj6s3529PV+9LhY79nF2d791VZVz3Ri7Rvlbe/uf1nHLug7RGRfPw6dn/0+/nMJ0lXHcvmNbv1xFCrJBSzu70ez/XpOGnn34iJycHi8US0S/MmDGj8/52afTul5cLRoyQTJ4sKS01AsuRI3d0ZrS2trJx40ays7Pb/ayktLSUP/85mg0b0khNVZASqqrgyis1zjuv+ypCcXFxpF1i13VJioqKaGxsxO/P5pprokhKMnbqq6vhoIN0Hnhg+xuzqIi6q+7k+G9uolAfR5sehZUQNjWEJlX8upXhVg+TozaxtHUaLXoUCIWQtGCzG27Qo0dLpk/XefzxYOT6GzZsIBgMMnnyZPLzVc4/305TkxE0x8cb5nM339z58/XppwqXXWZMUwr37VutxijVr7/201U1rbYWSksVhg/XI8kEQEmJ4JBD7ASDYnvLjfFcLV7cRF5eHpmZI7j++hF8/bUSSVQsFklMjIauC4QwNCBhlFCAr0L7M2F+KoEnn4TwhC5Nw/K3v2FdtIjQ6acTfOwx/H5jdO2rr1poajLE6DabMamppQXOPK6BGz85modaLuHODWfRqhuBtSo0nMLHO8+UMf4IB5s2bWLGjBnEPvkkoV//Gtoli1LKyDhcXdc7+JWoqooQwnCoXrKEqKuuQkZFoc+ZEzkm6NN4fuVsvgruj5tqrh3+GqPGdkw6tGnTeCr2BkpKWoiJ0UhISKCqSjBzpsbxx3f9oeDz+aitraW2thafz0dCQgJJSUm99kRoT0FBARkZGYNurHbQQQexcuXKHg9QaM+ECRP46quvSE9Pp6Kigvnz51NYWLhz0rAPcJ+U8uDt/z8X2EdKeUW/PIBfCP2ZNJjs4NfP/rDbyktnhM3gesL+i77oVBey8zm6Oq4nawF2e409Ob8qRI/8PVxOK06bhfIGL8pufmZ4goO2QGi3k2z64x7vfD7Y/X3q7Xnb/3xPn+vOGHPzhz32UunsfJP//BFtQZ0T1n3FYx88yNXH38D7kw/Gpgo23POrHp3XZPd0lzQM2vSkvqKqKn6/nzVr1hAVFRXxX+j8mjBjhmTGDKNF5g9/MFx1hTB8Ex5+OERs7K5O07qus3btWoQQ3HPPCC69VFBTYwTHkyZJTjll921HXbUnaZrhXhwVFcXMmTP597/VSNANxljX3FwF2L6eMWNwvfEEb95wCw1fllJgnckVxTeBlMRavbQEo6jV4inT0tAxgmdHrEpIE7S1GYZubW2ShQuNBCAUCrF69Wri4uIYP348Qgi2bFHw+8HrFRFh88yZxtorK+Hee61s2KAwZozOggUhbrvNSkKCpL5eRFqOLBbDxfn991VOPLHzIDUpCZKSdr0nWVmSF18McOWVNurqBNnZkr/9rZ5Vq/KZMGECTU2JfPutit1u+A14vYZJWiikMmKEj4oKFa/XGA+r64LEGMi48yICv/t1R1MKVSV0zTXoBxyAWG1Yr9vtsGhRiFtuCXHXXRbef99CauoOgfghsStY2jyZB4tORmtn6KZLBZ+0cfvdNu4ZW8zMmTOxNTZive22yHXChJOC8OtU1/XIn/avO9vixcikJERlJepPPyETE5F2Ow+W/YbXG44k1uKlSBtG3qYJvKXchNtSh1Jbi56cjHbZZYxqkuTmKsTE6GgatLUZbUvdERUV1WEaUUNDA7W1tRFPhHAVwuHoeV/0UGhPCidqe8oJJ5zASy+9xMKFC3nppZc4sX3lZwfLgAQhRIqU0gMcCpjRr8mgsnOyEOvfsTvbbN99i15nwumuWkO6ElmHg8vwz+1JwtDVWtpfY/9FX3DDURP2SOzd0yC2vi0YSQK6+5lYfysvPngZp5z7IOzmPrdf++52ynty77o7pqzBS86dn+zSztTTe1bW4CVr4eIuv7+787y7qqxX5otlDV6y7/iEhu2OyIqAR967nyM2LcWqGXHMQ4sfZtGSx/h07DzePbXnVRuTPWfQzd32FCklubm5jB49utNd/K54802FH35QIvPm164VPPuswnXX6R0CfJ/PR15eHmlpaYwYMQIhBK+9FiI/39gFz8mRhIsaUkJBgTFff8IESfsBLZ0lDT6fj9zcXDIyMsjIyACMlp7wuYQwRqqOHdve/E2iOxzE3ncn4v/+j7kP/YsMyzkk2Zto0WJZHxyJV7ezoW0Eqk3gSrLg94NNNUTTyclG1SAjQ+Lz+Vi9fDlZqkpKTk7kGh9+qJCYKHG5jOvqOnz7rcrs2TqHH26nqkrB4ZBUVir8+KMNRRFkZEiqqyV+v6GzyMw0BM5LlihdJg3dMX++zpo1PqSEhoZ6CgsLmTp1KjExMdTVGZOuwNCqWCwQCAjOOkvjrrvghx8kZ52lbnfVlthjA3wy7ACsn7WiqrGoquFVMGOGodPQZ8+G2R2T6ZgYuPfeEBMnSt59V8Vuh3PO0Yj65CuW16cjrTakboPtwmOJQEOlolIlJzsbi9WKungxKAqhl99gycTrCAQE+++v7SKAVxSlQwIhpURvbERdvhw9IQEBBI84AuvXX4M/wP81HEaKrRGL0IlRfXgC8SzzTedYFuPb/2D0O/6MTErioKDGxo1eCgqcNDcrHHJIiBkzej7MR1EUEhMTSdw+g7e9M3MgEOhQheguKRgKSUOYPd2sWLhwIaeffjrPP/88I0eO5I033gifbzZwqZTyQimlJoS4HvhcGBdaATzbX2s3MektnVUXDilaxvjarRxStJz3Jx+823PsLJzuzATv5ndWR47tLGAVGC0Vu2v/6clautu5D68l3mGNBJmDRW/vc/v72F0f/45R4XtO+P715LnrLd0J7cOvnd7S/rnUJTx84DlMri5meGMVVl0jqKhsi3Pz0IHnopkjhfcKP8ukwePx0NjYyKRJk3qVMABs2CCw23eIi6OjDRdf0COVhrDp3MSJEyNmUmBMIzrggI5vW12HW25R+fRTZbuBGvz97yHGjzeOUxSFYDuL5/C5J02aFAnKAA49VDJ/vs5//6ugqkY//S23GL9k2zs8O5xOnOecg+Wrrzm4IZcvmudS6k9DSki21JMZVUWxbRLR0ZLGRqOaMmyYTkwMnHSSRlNTE2vWrEX5zseGd79Ee2cf0tLDAZVhqrYjwDJcpG+80UZFhTG20+s1jlEUiIqSJCQYFQar1QjkR4+W1NQY96ovVFVVsmXLFrKzs4naLjrJypJMmCDJy1NoazPufUwMXHKJUSkqLFTIyJDU1kJbm6CqKoZLLpkI6LS0GPciMzNIXJyV+fMlWVmSUaOM52n6dD3SvaQo8Nvfapx0ksaCBXZuv92KbLyJzAyNoD8abafhOzoKFX43z/+tjUuus2L55z9p1pwcuOFltv3OCorAbreyZIm/QyKoLF2K5dFHO5hD+L2S+2su5NuKeaRRwU2fv8yoxDiUdQVY2xrRFD8Wq4Qow4l6U62LP0x7BX/URGZ+onPyySHsdvjVrxo55hg/aWlW+jr11OFwRBLcsDNzTU0NmzZtIioqiqSkJBITE3epQui6PiAC697QlyoDQFJSEp9//nln510OXNju/58Cu4qhTEwGgfYJw6Pvd707+/sTbuxS07Dz9KiuTPAe+LiwS9daCZEe7D0lvJbb31/b7XHeoEaUVdmlPz5MZ5qG/mR397k7duej8cDHhf3eK97+ududpmF3CLqfXNbZa6c9Oz9nXSVIpa5hPHzAr3nsgwdotUZh04I8csCv2eJKR5gjhfcKQ2MbsIeENQAlJSW43e5etUqEmTDB2BWX0tjVb2kRTJy4fcqCouDz+Vi3bh05OTkdEoau+OorwSefKCQlGS1FXi/cdtuOQKl9paG8vDxy7vYJAxhtPffdp/HMMyEeeijE668HGTtWdkgYwu0t1NVhWbeW+6e8xK9TluAUPjLsNUyK2UK83kBSbD0nnljKpZfWcvLJAU46SePppwMkJFSxdm0Bb7+9H79/NJsbCn7HacdLVq0ykgSrVUdKEWnp0HWB1SrJyxMR3wq/f8foVV2HpUsV6uoEwaBRHSkuNioxF1ywZ7oVKSUlJSWUl5czc+ZMoqKiqKoykr1AAF54wU9UlFE9cbslw4frXHONDb/fMJIrKxM0NRkaC58P6usV/H4LUiroukJVlYU1axRefFHnT39SOftsGzffbOW00+xs2NBxN/qOO4x2LCkFxMaxyeOitbUTAzgBPuzc8WACW9c0oaxcySNcS7HMIuQNommCxkbBTTd1HM+rT5yITE9HWbsWsW0borqa29adyb+aTqQ2GMdy/zR+U3wndU02FIvK5TxBg55ADSlUBly4rE0UBMeQMCuLjEzJ8uUqn3xivPZ0XcfhoM8Jw86EnZnHjx/P3LlzGTt2LLquU1hYyLJly9i0aRP19fWRlqvBrjT4/f5I0mli8kvk4QPPoSzOTVDZ7gvTbnc2wWHl4TOyeeDUGQxPcCAwesk7E6F25/+wIGd4l0FtbxOGBIcVl9O6y1oae1BBaGgL8vAZ2TisO37vKALO2WcEr1y0b0Qo3BV9aZ7u7j73hO7ae7r7Xl/WHH7u7j15WuT5dzmtHe5fT5B0XSUJX6crztlnBA+fkd3h9dfdK+bY9f/Fa7XzyAFn47XaOXb9t4A5Unhv8bPRNIR78B0OB7NmzWLjxo0d+sB7yqmn6uTmCr7/3nhTZGfrXHih0RpSWFhIKBTigAMO6LGTbVgEHI6NYmON0ahhFEVB0zQ2btxIc3Mzc+bM6fLcimKMQQ0TFsy274MHY4daCoG9sZrfp77OB5ZTUDyNWDU/PqKIlRq/+U0sQlRRU2PszrS1qTQ1hfD5ZvPNVxaSAxWoFklTUzO33urmgw/8SCmYMkXD5zPGhFosRoJlGLTt8GNQFEhKkkRFwdatRiIWFSWpqhKMGGEIrUeM6P2+SPg50DSN7OxsFEXh0UdVnn/e2C1PSJBcd12QtDRjolGYhgYoLxdMn65Hxrq2J+yqDMboUaeT7eNQjWs2NXnx+wW3367z8ssy8vysW6dE2sXYPipWSmMKamNj+JwSIXV0VBobYd95NmYqH7GU2bQRjdPfhhrwI6RK2edbiJp4NPp++xF44QWIjyf44IPo+++P9YEHCPo1ljQdQIqtAUVInKqf2mAcK72TOab2a85N+pBhidH80DCJFEsdqS4fX1dMwl5RQmjMWJKTJevWKRx/vLbXWoOcTidOp5PMzEw0TaO+vp7q6mo2btyIz+ejsrKSlJSUvWLy1hktLS29GrFq8r/FL3U8Y3u62p3VRo0mt53QdHf3ZXcmeMO7+H5PhcbhY3NvO7JX19/5mJ0dstuzIGd4l9qK3Ql9O8PltLLq1iN5d1UZ175Op/e5LHFY186hO629u+/115o7u2Z396w3AuzurtPV+sPTf3Z2Ne/qms/MO4Xbj7iUmmgX7045hPSmGqB3Hi0me87PotLQ2trKTz/9RGpqKhMnTkRRlF1Eyz3FZjN29F97Lci//x3kiSc07PYgK1aswGKx4HA4epwwgKE7UJQd5md1dYYHRBgpJRUVFei6Tk5ODgUFVi680MKpp1p49lmFzh5C+wk7kepCO9T/+z9EeTlywgSUV19g0fPxhMaNp84+jLaQjdvdTzB6dDSjRo1i1qxZREVFoWkaNpuNn34qIdjYiCIk0qLibK6gevvo+QMO0AmFBMOGSVJTDcOzFSsM3wchdgTjdrthANbYCDabYdQWF2c4brvdco8SBk3TyM/Px2q1MnnyZBRF4ZlnVO64w0ZFhaC0VFBeDo8/bkXTRGS3P+wZkZAgOfxwY3c9vE6rdce/NW1H8uD3g1UGCAYhEFAoL4+mosLB1q2wcuVKVqxYQWlpKZMnGxOgwlUpwz0cpAy180IT6NuF0RY0monhc30+AWzoKLQSjSZBRePg0BeIlhZCv/3tjgcuBNrJJ+P/179Q01Kw6H40qWx/HQASouoqkHY7xERzWOxSFj6UwMUHFZDp3URAWlE3bEBRFJqbISEhRCAQ2KP3Rl9RVZXk5GQmTJjAnDlzsNvt6LrOunXrdqlC7C1aWlqIiYnZa9czGTqE+6jLGrxIdvRxv7uqbLCXNuDsP6ZjJbuz3dneBlm7M8Hr6vtnzcvc5etdcda8zF5dv6u1dMeePA6rIlCVjp/DVlVw2/GGx8WCnOH8ep8RHLfTfT5hw3c9evy7W/uerHl39OZ+WZWuN3t7cp7eGih2d8389PHURBuz6GuiXaxOH8f+YxJ/cZsBg8WQ1zR05b+wp0kDGMHfdv0xLS0t5OfnM2bMGFJTU6muru7VuWbPllx9tcbjjxtviPHjJXfcYazL6/WyceNGnE4nEyZMoLgYLrrIgqYZgfcTT6h4vXD11R2TjPBEnc4SBkIh1BUrQFUJPPIIxMYyN13ngw+hojyFtB++J+Xfn+OvvZBgXBzbnnySzGAw0moVFXLxZnMs24Ip6EFjYtM8NRee+44zhYWG0VN5Z9UYlCQXF12kcu+9VhwOGTHG83oFmmYkE+FEaf16GD1a0tgocLsl//2vwpw5eo9NhAOBAHl5eQwbNozhw403fl0d/PWv1u0VDyPg93gUrFbJpZcGeeEFK4piTDe65podfha//32Qp5+24vcbbtNWq6S6WkSedymNc4VaAui6PfJ143E5mTt3Lj6fj5qaGk49dTU//DCerVtjEUIwa5ZGQQH4/ZZOxslKovDSgjFeVAA2AgSwEsDGMcpn/OXAD/H+M4/OLMHlmDHIiRO4Ys0r/LXhAgQ6GiqTHCXsG/zG6PGMiiLw0kvIrCy0449n8gv/ZNqiQtZtGIucIol2WTj5ZJ1QKER9fT2pqakRPY2iKLtUrAYKvx/ee8/Kxx+PY8KEVE49dSQjRgRpaGiIVCEcDkdkItNAViHa2trMSsMvlO568P/XA4xXLtqXIx7+io3VhgCr/e7s+1MP4f55iczv5T3YnQled98Pm3eVNXgjlQenVcEb0o121x7MnN/5/AlOw8iz0burudlAPI7ufgbg7gXT+KrlZs4u8LJWc/Djvsdw/WQndy+Ytot5WU/M4/q65kMmprA4vyIifnZYFaKsaqdmcD25X7e/vzYiTA5/lg7v4Xl6a6DY2TUVYYih2+sd2hv3mewd9rpPAxh9xrtDStmt/8KWLVsQQpCZ2fXOxO4IBzDTp0+PzJL//vvv2W+//Xp9rrY244+U8NVXCk1NrSQmrmXWLDctLS1MnjyZV15RuP9+NeJNYEz5gS++2OGbsIt+oRNsZ5yBsnw5geefR58/P/L1/HzBv/5lIdTq5/hTgjicq5jxxRe4Xn7ZWJjTSasWxfxt/2RtYAISQZTw86jrFk5zvIMQAltrK9qEiYSefx6ZOYJZs+xUVIhIAtDaagjJ4+IMTUFDg2DbNsGwYUaVIjrauNS4cTrPPRdgd/FaW1sb+fn5ZGSMZenSVDweQXa2TkyM5Ne/tlFebgjDhTDu19y5OkuW+Fm9WlBWJhg5UjJpUvspU/D55worVyp88IFKSwts2mSIoBMSjEpBa4vE7m+kSY+lXcmA1FTJa68FmDVrRxIXCGisWtVMXZ0Hi2ULTU2pvPvuBD76KI6wvn2HxkHSscNUoqBzrfIof7kfQpdeumvvVBi/H/shhyCjY/iydjrLGsaTaqnhtKxlxC7/Gj0nB33ffQldfDFyxIjIj2nLc9l2y/N4L76C4UdMRFWN+zlx4kTi4uI6jHUNv64GOoF49VULS5eqSLkVlysDr1dw440BkpLCE8IkbW1tEV8ITdNwuVwkJycTFxfXb2OZwfBzee2113j22X4dZtR/CzSJ0N8+DaMWLu70A0wAxYuO7bfrDGXM9iwTE5PeMqR8GsDQNXSXrOysX+gsuFFVtcNUot7QPiGZM2dOp4ZwvcXphKYmOO88C5WVIQIBC8nJ83jssUZstiYAdr6MpoHDsSOQ6knCQF0dyvr14HSifvhhJGlYu1bwu9/Z0TSJlDY++gIeeWQGjj/uQ+Dgg7H+8Y98XT2ZS6rvpjSQRrzawuiociTwXPACDlG/44/NN7MhJpvUWAfnrd7MOJ+Xq67K5KabEiNuyTabMb7V5TLaf9xuY/1ut6S+HhITwyNoFd56S+X88zXq6+HHHxW2bVOwWCRpaZJDDtHx+xtZt24d48dP4ZprksnPNzQEigJXXBEkKsq4Vk2NiIivFy0KUFAguPtuKxUVglmzdG67LUjYdFgIOPxwnaIiQXOzIDlZUla2I6mLjgan6ueM2Pd5tflEcDho9NqQElpb4aKLbDz8cID58/Xtj1dl8mSVNWtqmDx5NqqqEhNTw2efOSPPk8Wi4PPBjj2QHdOoJILn9d9y/PgQc7oJhpXlyyEYRKmq5NCoBhLOnMOf/nUAf/3pHCZQyNnNSynK24+yazWc6bWcengtk0Z5sVgFWY//HjlmDC2tLeTlrWbq1KmRJHiXka7tkohQKGSYyalqvyYQK1caU6wqKozpWk1NsGWLiCQNQgiio6OJjo5mxIgRkcpIRUUFhYWFOJ3OSBWir+9Nsz3pl8vuevB/CXTXq25iYmLSW4Zce1Jrayt5eXlkZWV1O05VVVV8RqTWK8Kmana7vcuEJBy495Z//1uhvDyAy+UnJiaW2lrB8887ueQSna1bYcUKQXOzMWUoPt4Irm++uaO51+6CN/Xbb0EIZHw86pdfEtzuqvbmmyqhkCQ2NoDfH0BVo3nrrShiY0N8/vnByHmf8N7LrYQ0iYpGqxZFkW84E5yltARsXNB8P1WOkcSNyaJ4GzzzjJu//70cl6uaqKgYQMViEcTFGZOAKisFMTGGhiGs6QgPsxLC8EmoqBBUVsJFF9kpKYGKCgVFgREjdMaP93LZZRuYPTubZcuiWbtWITnZGIUbCMAzz1i5/fYAd95pxek0Jjnde2+AjAzJiSfa8fuNRO3zz1UaGgQvvhjocJ+2bROoqnG+8eN11q419CO6Dgsz/sUV8nFKQxl86ds/XIRh/HiJ1wtPPWVh/nzjfHV1dWzYsIEZM2bgdBou0FOnxiKlZbv4XSKEjs0KatCHjSBNxCJRAEkcTfiI4sOn1jPnsInoOhQVGeL50aNlxMxP+eQTRG0tMjWVyqy5XPTqkWgIpM3LZ60H8826fYmtUBkbX82Umk08sdzBn2Z8QGZcI9rJJ9PodrN27VqmT5/eaTtO+HUVHoHa3lQu/Cd8XF+rELGx0P6tqet026pmsVhISUkhJSUFKSWtra3U1tayZs0adF0nMTGRpKSkPapCtLa2mknDL5TORkn2tI/bxMTEZCgzWFXEIZU0hNuFdtYvdMaeaBq8Xi+5ublkZmZGTNW6Om9vxNBgVEfWr6/DYknevssrsNuhqUmhtlbhmmusNDYa7eweD4wbJ7nmmhBz52poWkf9Qlh0a3nsMcT69R2uU7m6lidq/0Bl3TAOtnzLry+6BBHtQFlxCnp5DoqtiZjhGTQrgi1b4IorbICkuTmexmAC45X1eEQyuoRWzUFNIJ6DLd+yNJhNCjXoSibJySrV1Qp+fwqrV6fR0GCNDH9obpZIafg0tLYK6uoEN90UREp44w3DDE3XQUrB7Nk6//ynhdpaaGw07oemQUuLxtq10NAwm7fftrBkiUJTk9E+FNYwBINw5JE68+b5qaw0xNmJiUbrl98viI83FpScLFm5UqGlxfBsCDN7tuSDdzX0giKitCAjlQROSPmOGzP+zZKNYznB/wyqCHKU9TOWhWaRIhtgvcSiWwh4WsE3kuqmJkpKSsjJyYn03S9bpvDOOwrjx+ts2KCgaQKbTXDs7GI++zaaZrljEXYCCAwRdHzBT3i9E7nqKhsrVhjJ09ixOs88EyA+HpSNGwn+6U9op57KmodXEfxOISFWpziYSkxMiLrWWMZGVVATSiQY7YNggA1iIulXzqE+Pp7169aRnZ3d4zHEYWM5i8XSoQoRfk9pmhZJHnqbQJx2WojnnrNQWRlFKCSYMkVn3LieiZ+FEMTExBATE8PIkSMJBoPU19dTXl5OYWEh0dHRkSqE1Wrd7fnMpOGXS2/7qE1MTEx+DnRntDjQv9+GRNKwJ+1CvU0a6urqKCgoYPLkybjCqtlO6MzBeXe0tbWRl5fHUUdNZMUKO16v0WLT1gaHH66xYkUMjY3gdhvHx8Yao1rnzu04IWnbNmOW//r1CpmZkvuOm82M71+A5mZkfDz1Whynlz1NjZ6IVYT4Tp9O5VdvcmPSc5zcUM4HbY/STAzCH4WGoLFR4nBIHA6jrajWo9OqOBjr2EaJNxVNqpyd8ilntjzHqa0v4NWtNGzxoUXFIAQ4nZLXX7dERsoaU4SMxMZikdt3kIM4neWccoqVujo3n31m7MBfdlmQww7T+fRTFZsNQiGx3c1ZJxCQxMc7eOYZSWmpgpSS2lqBz2cYuDU3Cw4+WMNqheRkIzEIEx0dTkqMBCMUMtqWdtbSHn+8xsYNKq88mYporucox+fcEfcE7287hLuarsShGiNmG0JjqQ3FUxVMRCCJFa1cfnYNZbW1VFRUkJOTEwlOv/tO4corbdtbyQQul+S000Lst5/O8S9ewya5kdvi/0pB2sFsKjWcowM6JIequGDLnTz1yIn89FNqpE2noEDhb3+zcMstIQKvvBLRO8ScMB/tDYnur0bXQagqilVFt9oRukRraEGLdWM/4zhqYlrZVFjYwQSvt7SvQlit1kjyEG6ZC/9bVdUeVSEmTdK57jo/n39excyZLiZO1OllDh7BarXidrtxu91IKWlpaaG2tpb8/HyASBUiNja20yqEOXL1l43ZnmNiYvK/xmAOeRiUkavtP9xDoRC5ubkEg0FmzZrV4x7m3iQNW7duZcOGDcyaNavbhKG35wUjGVm1ahWTJ0/mlFNc3HKLRlSURFUll12mceaZWidJiDFLs33CEArB5Zfb2LDB6P2uqoJL/nUI1a/8Bz0nBxEK8a2+H3W6iyRLE3FqG/GWFl5uOYU2f4DsqA28eNVPHHxWKvsdKPjb3wI4nTv8I6Kjjbn/LZqDYACGW6t5/aBH+bN1EaPa1jGXpeT5JrO5zElpCTQ3aDQWVNLcqKNuP0e42mBUA4ThIhq0EhcXQ2NjFSed9F+ee245775bzG9+40MIOPBADZ8P4uN1fD5DLB0XZ0FK2LxZITFRkpxstAYFg4Z24cADQ9x4Y+d6lZkzdebO1amtFXg8hm7h2muD7LzprChw/Q0aSwuj+P4TD3+d/DQOfyPvNB+JXQniVPxEqz6a9GgsSohY0YpDDaAmxSHmDsPj8XRIGACefdaCohh6juRko7XIaoWjj9ZR165h7A3H848t+7J0pc6SJQF+f43GwlsVvnp1M8nJGuu/ryMYbKOtrY1gMIDdrrN+vbLjpm5nRg7MP8ZGnZqC1CWtfiv7jiqjLWijza/SoMUyYn4W6WOaKSoqIicnp18NzBRFwWq1YrPZsNlsWK1WVFWNJBPBYJBQKNRtcp2aqjF1agtTp+55wrAzQghiY2PJyspi1qxZTJ8+HafTybZt2/jpp59Yt24dVVVVHbROra2tEX1Hb6mrq+OII45g3LhxHHHEEdTX13e1rvuFEGuFEAVCiMdEfyq5TUxMTExM2tGd0eJAM6iVhrB+YdSoUaSnp/fqZzsL7oNB+OgjhS1bjCD00EM1CgsL0DSNOXPmRPq5uyNsxtYTtm7dSllZWcQLAeCkk3ROOmlHMBUKKcyY0cCSJVBdbfga+P2G0Ld9S1J1tdH/H57GGR9vmJYVBTKJe/VVLI89hvJEaYfrB3SVlqCVler+zHr2YqbOm8XDaICx/lNO0Xj2WQuaJgn4IZOt3CpuJUrRmJRez2hPJR5fLBcGHmOpnE0IlRjRwjClhlCjwpO/XsaY1npWyekoNguhkNFeJMQO3wOnE44/PprExEmRnWCPx8OqVatQVZWpU5P5zW/SefFFQSDgwOm0MHaszllnadxzz46A3OEwkodQCL7/3sLxx1u44YYgZ5/d8blQVfjb3wJ8/LFKdTVMmSKZN6/r4NVmA+ZNx//uu1j//Gei32giJHe8DvzSRqJSR1a6Hzl8OGUVGkVFcOaZ03fZUQ+FOg4/EkJGJifVL1vDvfda+PowFZcL/vznILfdFg5e5xE4oZi5z6n8+JgVu10jFArS1GS4dG/e3EpycnJkt1xR4MEHg3wT/A9ljbFsa3XRUKuRnWZh5uh6RgQ2kXyol6rq4C6JTX/TmRYi7CHSnRZC0zRUVaWtDT76SGXzZpX0dJ1jj90xHrevWK1WUlNTSU1NRUpJc3MztbW1bNu2DYAPP/yQtrY2JkzYsx72RYsWcdhhh7Fw4UIWLVrEokWLuO+++zocI4TYD9gfmL79S98CBwNf7eHDMjExMTEx6ZLBHPIwaElDb/QLnbFz0qDrcPvtKt9/r2wPzCVLlmzlqqucZGVl9VhAGd5R7Q5d1yksLCQQCOw2GVEUhbg4Py+9FOT55xVqaiSHHKJx4okdxdYxMYaZWjBo7F7ruhGUx8cDViuhSy/lgJeOIamlEU/IRUgqlAXc2PFzZMkLOE9WueKKEDfeGIrs7F5+eQinU/LRRyrxwRpu0P/IlNMnon7xBaK+HhmbwB2117PBNhmrX8NCEJ+MQlMt2GSQ+mAsfz/yTY5dPoP6RkNroKpG21IgIHA44LnnAiRu9xEK7wTHxsYyevRoPB4/t96qsWqVxvDhXh56aBtTpiQQHx+Ppim8+qrKhg0KDoekrU1sN4uD+HhJMAj3329l1iydCRM6TtqyWuG443rp0REXh37wwVz9ycssq87GE0xACnAofpyKHxkfT0ubD0WxMnt2Goqy62vgnHNC3HijjeZmozVLVQUnnWSs4/bbrfznPyqxsZLSUrj4Yhtvv+0nK2vH2s87TyM3V+G771SEUNlnH5277krE75eUlpbS0tJCfHw8ycnJJOk6hyasYF3cRCZWbGLYUcPJrF4JikJzXR1lqyHnt7/tUSLcn7TXOIS1EOEkAozK4aZNVtauVWlpSeC776xs3qyQkmKI0cvLrfz+98Fd2sn6ihCCuLg44uLiGDVqFF6vlxUrVvDqq6+yePFilixZwq9+9SuOOeaYiKB9d7z33nt89dVXAJx//vnMnz9/l6QBo2wYBdgwxmZZgar+elwmJiYmJibtGcwhD4OSNJSUlFBVVdWncac7Jw3FxbB0qTHqUdOC1NU1sGLFcBISRJej8Xty3p0JBoPk5eXhcrmYOHHibpOR8HjZYcM0/vSnjtWF9sTFwdVXh3j0UStgiI1PPz3EqFFG0Kl8/z0JajNvjlvIYyXH83LTycSJFlqkE5vux+uN5sUXLbjdkgsvDO/+wgUXaFxwgQZNIGrvJDRqFKErr8R6xx2oX3zB2tYsYixeVKFT509El4KWYBQOAUed4WDC47fwVXmQb781NAaNjZL777fh80mOPFLj4IM7T7B0HS6/3MGqVTrx8RY2bHDxpz8l88gj6/D71xMTE8M996Tyj3+ksWGDhXHjNN5/32IkSRiJgaJAcbHYJWnYU9T332eGo5A3s/7Akpo5WAmRnVjMwtIrqSlTCSW5Of54hdmzg6xYoZCS0tHd+uijdSDAG29YsFrhwguDZGcb3//kE5WEBImqGolPfb0hms7K2vFastngb38Lsm1bCF2HzEyJoliBNNLS0pBS0tjYiMfjwfPVN3z+2WhW+adgGT0Ky6okLj37IEb++BTU1DC+qQl9Lxi1dUdnVYjvvjN8GsBHbW0KVVUqv/qVkcgOGwZbtypUVwsyMwfEAiaCw+Hg4osvpqCggHPPPRe73c5HH33EPvvs0+OkoaqqKlIBTUtLo6pq11xASvmDEOJLoAIjaXhcSlnQf4/ExMTExMRkB4M55GFQkga3201GRkafxjpaLBZCO1y1tgttwe/30dLSQmKiC4+n4zE9oTshdLidKuwe3VM0TSMQCGC1WrtNMs49V2PGDJ2iIoXhwyVz5uiRhEddvBipaSTVrePmsTW8v+V0GmqCKEgEINBRVcE336iRpKEDcXHIcEUnPp7gQw9R99AL1N8TTVFoJPFqK+lWDxXBFKJFG5deKTnzznmgQEaG5MwzNdauFZxxhh273ZhU9M03KnfdBX/5y676g8LCBvLyEnC7raiqgtMpaWy0IeVk9tlHo7m5GY/Hw0knlaCqKklJyXz//VhaWhRiYoxWoHBg3S80NKCsWoVUVSZq60i67ijy19lQvsjnjeTfsM06HvsbL1PbYOGYY6Ii7VdXXBHkkkt23M+jj9Y5+mhjHKuuG+LomhpD5N3cbDhLe7dXDevrd32uhej4mLxeeO45C+vWCSZNklx4YQLjxiVQ9NZqVtuycc9NoE3309q6jfv/buHaqw5k1syZKD/+iO7x7FDXDwEUReHDDy0kJ/toavIwZUoahYWC//5XwemEtDQdIeT2Ks7eaftvbW0lPj6e7Oxs9tlnn12+f/jhh1NZWbnL1++5554O/+8q2RdCjAUmAeFxbJ8KIQ6UUv63H5ZvYmJiYmKyC4M15GFQkobo6Ohej0vdmZ0N4kaO1ImLa2TLFoX09ESqqlSmT9dJTu7debuqNNTW1rJ+/fpetVOFx1imp6ezatUqrFZrZB59V8LV6dMl06fvdH2vF+Wrrwi2ttJ4/PHE/OUvzLomgSWLdWSjbkwS0jQUxUJqas+CbE0XXPrKIbRJJwo6taE4rCKaC9zv81fXnWhHP4yudNSZ/PijQjC4Y7RpdDR8+qm6S9JQUVFBWVkFVuu+kaRHSiPItttlh1aSMWPG4PP5qKmp4Yor1nLPPWOorbUAFq64QmPKlH6qMnz7LaKxETlmDAXXPcGv75lBczME/CczL/gj/3Jcgta4gvOuPRApZSRxeeIJK/Pn79oiJSXccIOVjz9WEQLq6oyxsu3F4n/7m4V99tGYPn3Hz7a2wvr1ClFRkgkTJFdcYWPpUgWrVfLNN4KVKxVeeCFA6+wDUUvSiU+FWB1qamooK1OJionnRylJ2Hdf4ltbSQ4E+sWcsL9obQ0gZTUZGcMIhawEg4LiYgvx8ZING1R+9asgKSkhgkH2eKRrb2hra+tWCP3ZZ591+b3U1FQqKipIT0+noqICd+cJ2knAj1LKFgAhxEfAvoCZNJiYmJiY/E8xaI7Q/XmOUCjEunX53HhjPJ9+Oo6SEoWDDtK46CK9V61J0HmlYcuWLVRUVDB79uzIvP7d0d7hOSsrK9Jn7fF4WLt2LZqmkZycTEpKCjExMd3ek+CqVYQUheZ778V1+ukA3HNPgPp6G19+YSEQUElWG3C7E7n66l0rK62tsG6dgqpKVqwwdoOROhuKE0i31uC21OHV7bTqDi6Ofx1FhpBLlqAfcECH88TG7pjGBEZQ3X4cqpSSkpISGhoaOOSQGZx2msabb+54ie2zj87kybsmAVFRUWRkZHDGGXDkkRqrV9ej6x7s9hrWrIk1evx7OJe/K0R+PqGTTyZ4++3cdmUyDQ0Sq7WN+LRoljUczmsZN3L0qk20th4YcZe2WIzHW1a2a4vU8uUKH3+sEhOz4xghwsZ2xt8tLfD3v1t48kkjqSotFZx7ro3GDdVocS5y5lnJzVVwuQwTOiklq1YpbN4syJiVgu8VwUsvqTQ06NjtKZx/vtxuLGcIzmtqasjLywMgKSmpR6+lgaS+vp7MzFo2bx6Pz6ewaZNCbCzsu6+Oz2fcJ4tFxW639UhM3R+0trbu8cjVE044gZdeeomFCxfy0ksvceKJJ3Z22BbgIiHEvRjlk4OBv+7pek1MTExMTIYqQ8KnoS/sPIFp7lwd6J3PQnvaVxp0XaegYMf0pZ4GM1LKSFtU+59xOByMGDGCESNGEAwGqampobi4mNbWVhITE0lJSSEhIaHDzzQ3N7NW05j43nu4MjMjX09JgTffDFBdDSuWK9CqMPdQf2T6UpjycsH559uorRXU10Nbm2DkSJ1gU5DyYArxNBEdA1FZWfhqNOxqCBEIYfnsM0K33Ub7WabHHqvxj39YKC42HI2tVmNKUPheFRYWIqVkxowZKIrCrbeGyMmR5OcLxoyRnHqqxu5uoculctBBCUACUo6lqamJmpoatmzZgqqqpKSkkJyc3OO+9EDACP5Df/xj5GubN+s0N+sEAjGoqiAqSlJy9MXEXBIi8TVJY6ORIAUCRkVh9OiOCcOHHyo88ICV6mqBEJLY2B3jaFXVuF64WNXauiOA//OfrdRUabjaPOgOyY8/pqHrRHQcsOM80dGGj0Njo4aqCoRQ+fRTyU03hYiJ2SE4HzVqFIFAgNraWkpKSjqKqZOS9ppQur6+nsLCQi6/PJsff4TVq2H0aB27XZCRIbffC+Px7U5M3RdjuZ1paWnZ45GrCxcu5PTTT+f5559n5MiRvPHGGwAIIWYDl0opLwTeAg4FVmOIopdIKT/o06JNTExMTEzaMVgO0Dvzs04awh4PU6dOJb595NUHwpWGQCBAXl4eycnJPZ6+FG5Hau+/0BVWq5X09HTS09PRdZ36+nqqqqooLCwkJiaGlJQUwBCNT581q8sg2e2GY36lA52P2rrvPgvV1YLEREl5uUIgYCQOqbKGKhFPmXUEiSkO9GbBwUdqZNz8V/Q/LkT58UeUlSvR582LnCs6Gt5808/ixSotLTBvns6UKUbAt3r1auLj4zvcK0WBE0/U6HyDdvcIIYiPjyc+Pj7SxuTxeCgsLMTv90d21+Pj43e51w0NcOWVNn76ScFuN5Kb00/XqKmpIRSKpbExAVU1gtjWVkFKikRR4MknA1xyiY3mZuN8d9wR7DABackSheuvN9qB/H7YskUwcqTEbpcR47uwjMZqhVNP3dFqVlIicIaajXvT1AiJacTFSerqBHa7MZFqxgydUaMkRUU6jY0BMjPBZjOqW62tgs2bRYd2JwCbzdbhtdTY2BhJSK1Wa6Si1VO36N5SV1fHxo0bI87Zhx2mc9hhOk1N8NBDFrZtMx5fc7Pg3HM7tt51NdI1nEiEk++eGsvtjM/n22MPi6SkJD7//PNdvi6lXA5cuP3fGnDJHl3AZMAYKh+wJiYmJn3llndX88qPWwh/8u9NB+id+Vm2J0lpjKj0+/0ceOCB/WpspaoqLS0tLF++nLFjx3bVx9zpmnqaMOyMoigkJSWRlJSElJKmpiY2bdpEY2MjcXFx1NbWoijKHj3OkhJjpKlxHeNrfj8QZSMxzcrBR1kZNkxj3DjJSSdpKNZUAs89h/rKKx2qDMEgPP20ha+/VkhLk/zhDyGysmQkuRo+fDjDhg3r9fp6Q1RUFJmZmWRmZqJpGrW1tZSVlVFQUEBsbCwpKSkkJSVhsVi46SYby5YpxMcba7/tNisJCR5crmKk3B+nE3w+47zhEbIAI0dKZs7U+fJLlcREidvdMUD/978tqKqh67BYJFu2CCorBfvvr5GaKvnyS5XmZqM6cc01oQ6jYadOlXy5JoBNKFT7E6iuhECiMbp2zBjJ7NkaV14ZAjS2bVuLEDNRFOMtqmlGMhJuneoKRVFwuVwRE0Ov10tNTQ3r16/H7/dHKlrx8fH90gZUW1vLpk2byM7O3qV1Ly4OrrkmxH//q9DcLJg+XWPatO41Kj0Z6Ro+pifr7+92J5Ohz7uryjqMIxzMD1gTExOTvvDuqrIOCUOYveUAvTM/u0qDpmmsXbsWRVGIiYnpd2OrlpYWysvLmT17do/bGvqSMHR2rvLycqKiosjJycHv93fQQSQlJeF2u3vcu56To/H22xaioowAuKREoGlQjZuk4ZJbb/WzyyAoVUU777wOX7r7bgtvvmmcp6BAYcUKhddeq6e8PJ9x48aRtHNf1ADi90NdnYXkZDdutzuSaHk8HkpKSrBarXz77Ryio0EIBZsNmppCfP+9l1tuySE6WpCaKrHZDO2B4Q9hvCUXLrTx6afGtJ+aGsHFF9t47z0/Y8YY37fZDEE3GJWXtDTJCSdo3H9/WAy+/W9dh9palC/yQdPQc3K4+/xGLnzVQ64+lRqZSEJUG+4kG01NCiIYYOHvPAQ1G6tWbWTSpOFceSU89ZRRDRECzjsv1GEEbE9wOBwdEq26ujoqKipYv3490dHRkURrT8TUNTU1EUfqrn7e5YITTtizdsE9NZYLI6XsMCzB5JfBAx8XdphfDoP3AWtiYmLSFx74uHCXhCHM3nCA3pmfVdLg8/nIy8sjPT2dESNGsGzZsojzbF8JVy9qampIT0/vVcIQbqfoa8IQDAZZvXo1Lpcr0ubTnQ7C5XKRkpKCy+Xqcjf1+utDbN1qBPlSGgZlmZlGH/7JJ4d2TRg6QdfhnXeMCThhc7f6eskbb5RxySVT9rhnfE/48kuFa66xEQwaQfszz/jJySHSxjR27Fi8Xi9JSRrl5ToOh7ZdJ2AhOzsDi0Xy+9+HWLjQit9vPLbERMmxxxpBxuefKxFxs8UCzc2G38KYMcb3L7kkxNKlNurrjfVERcFvfrOr+Fz55BNsV16JqK0FIZDJyQRDw2mUT+AnChDYfY0oRc3ESsG6agdRM2fSMnUqI156CbfbzRVXhJg3T2fzZsGIEd07X/eEsCYkJSWlUzF1cnIyycnJPUpIa2pq2Lx5c7cJQ3/TEy1EZwnEYAnDTQaHrj5IB+MD1sTExKQvdPd7a284QO/Mz6Y9qaGhgbVr1zJp0iQSt1sQ786Irafous66desAGDduHPXhiHA3dCV43hO8Xi/5+flkZWV16QHRmQ7C4/GwYcOGiA5i5ylDMTGGa3NdnbFLvifxvRBGEB3etA2FQjQ3S155ZQqvvaZw8MEad94ZZE+G1IRHsYbzvooKyM3dMXWnfT5YXQ1XX20EqNHR0NYGF11k59tvfbTv3HI4HDz8sMIFF9jwegPoOkyd2kZSUi5r18ayzz7JPPWUm88+sxIXB+eeG4rYHcTEGJUMu33HDn94xCzAnDk6L7/s5+23VVQVzjpLY+JE48asWSN46ikLLS2C0077FSfecgvLrvg373EiNMfxlX9fKvVk4pQWWnQn1dKNgyAhFEYq26jOzkb76187tMTNnq0ze3bv7+vuaO/e3V5MHU5I4+PjSUlJITExcZek3OPxUFxcTE5OTr9X+npKd1WInf9t0n8IIRKB14EsoAQ4XUrZ6S9MIUQcsA54V0p55d5a47AEB2WdfNAOxgesiYmJSV/o6veZgL3iAL0zP4tKQ1lZGVu2bCEnJ6eDILg/koZAIEBubi5ut5uRI0fS0NDQo3OGg5K+VhfASIgKCgqYPHlyjwXdO+sgWlpaqK6u7jBlKCx+FYJdpir1BiHgootCPPWUBV0P4vVKWlrsxMdLLBb48EMVXYdHHtnV5K073nlH5Y47rDQ3w+TJOqecEuLhh22EQkbAPneuzgsvBLBsf5WWlhqBYjhBcDoNc7TKSkFWlqSqCt57z4LPB4ccEuShh1axZUsyY8a4OeCAKFR1XqSNyeEo4eSTrdsnViUTFpLfemuQm26y0tZmJDKTJ+sccUTH10NOjiQnp2N1YcMGwVln2fH7jQTrxx9trN93H3JtmSQFK8FrZU1wPGlqNU7hJ05poVGPpVlzkqzWc92vf0C/++WIFmFv05WYuqioCJvNFpla1dzcTElJyaAmDJ2xcxVC13VeeuklvF5zd7mfWQh8LqVcJIRYuP3/N3Vx7F3AN3ttZdu54agJHTQNAA6rOigfsCYmJiZ9obPfZwL49T4jBqXdUuym53dAGoKlNAS0uyM8xtPv9zN16lQslo45zpo1a8jMzNzjyUnNzc3k5+czfvz4yLSixsZGtm7dytSpU7tce3/pFwAqKyspLS1l+vTp/TbdJjxlyOPxEAwGI9NzYmNj93i9ui555pkqfvrJQTCYzE8/qWwv+KBpUFEhSEuTWK1w5ZVBzj67+8Rr1SojyAaoqjJ0FlKCwwHDh+8Y0fnAA0FOPNE419atgiOPtBMVZbQOBQLGtX/80UdrK5xwgp2aGrG9QhDgkUeqOeGErt39wiLh8H1KSkoiOTmZ4mIXK1aoJCRIjjtOoyf68wcftPDUUxbCMb/XC2p1FftpX5EiaqkknXd9RyOEZISlAikFjTKGm52PMv6eKcw47fAemwbubcL+IuXl5bS1tTFs2DBSU1P7TUw9ELz++uu89NJLLF68eI99GrrhF9vvJIQoBOZLKSuEEOnAV1LKXaJxIcQs4AZgCTC7J5WG2bNny+XLl/fLOs3pSSYmJv8r7O3fZ0KIFVLKTnschmylIRAIkJ+fj8vlYuLEiZ0Gu32pNFRXV7Np0yZmzJhBTLv+k+7OGU4Y2vdO7yntjdBmzZq1S0LUF9pPGQoGg9TW1lJaWkpLS0uPdBA7o+s6a9as4bDDHFxySSr/+Y/OihVqpH2nutro/U9NNSYS3X23FbdbcvjhRmvIm2+qPPKIhUBAcOqpIa6/PsTKlSp+PzQ1iUh7UiBg/HxrKxFHZo9nxz3OzJTccEOQBx+0EgoZbU2LFgWJiYFnn7VQUyOIi5P4/T6CQRsvvjiME07oOjltLxIOhUKRaUw+XwH77htHSkoKFksiu32bNDaivvopSt0xiMYWvLodn2ZDhuAzZT5t0kmzdAICXSqUBIeTjIczLa9zoeUZWud9hHOIJgxg3Ce73Y6qquy33340NTVFxNQxMTERLcRQqTy88847vPDCC3z44YcDkTD80kmVUlZs/3clsEsvpRBCAR4CzgEO34tri7AgZ7iZJJiYmPxPMJR+nw1JTUNzczOrV6/e7cjTPUkapJQUFxdTW1vL7NmzdxFxduYIHf65sOC5rwlDWENhsVgiRmgDhdVqJS0tjbS0NHRdp6GhgerqajZs2BCZntNdwBcMBsnPz8ftdpO53VzuiCM0XnxRpaBAQdehpUWQnCwjE1p9Pvj8c5XDD9f56iuFm26y4vUa9+vvf7fgcMDSpYLaWhExQQu7L0sJwaAgFDJan6ZP7/hcXHCBxiGH6GzbJhg9WkaqEs3NxnPk8/mw220oikpzc88LZRaLhdTUVFJTU5FS0tjYGOndt1qtkXavTsfexsay4NA6/rG+kRLS8WNHIpCARQ8RxAoIVII48CEQXMGTXGN7Aos1GvXbbwl1UdkaClRWVrJt2zZycnKwWCxERUVFpla1tLTg8XjIzc0FeiemHgj+85//8OSTT7J48eK9KtD/X0II8RmQ1sm3/tT+P1JKKYTo7E12OfChlHLb7l4DQoiLgYsBRowYsWcLNjExMTHZKwxapUEI0ek4xHAFYNq0abv90O9t0hAe12qxWJg1a1anwXpn59w5YegL4QqK2+3e6x+SiqKQmJhIYmJih4Bv1apVu+ggYIc4e/To0ZH2LTA0Bf/+d4CPPlJpbIT33lMpLNxxXzTNmEgE8MorKjU1IuIR0dYmeP55lUDA8CcIuwSHQpCeLqmvNxKJQACuvz6IwyGprob2ueOoUZJRozq+dg44oIUXX3QgpR1NU/D7ibQ17YzXCzfeaOXTT1Wiow0dQ/tjhRAkJCSQsN0UIdyes27dOoLBINHRydTUpJOQEM20aRJVVRj1wMX83raFhY+CQ3rRsODHikRBABKJAGyE8GPHN20cltp4hM+H+tZbhC69dA+f1YGloqKCsrIysrOzd6mGtRdTjx49mkAg0GG6V0JCAsnJyZ2KqQeCjz/+mIceeogPP/xw0LQh/wtIKbusDgghqoQQ6e3ak6o7OWxf4EAhxOVADGATQrRIKRd2cq1ngGfAaE/qn0dgYmJiYjIQDJn2JCklmzdvpr6+vtMKQGf0Jmnw+/3k5uZGxrX29JztBc99TRhaW1tZvXo1Y8aM6RCEDwY7B3xhHURBQQHBYJDY2Fjq6uqYOnVqJHhuT1QUnHSScZ/mztU55xw79fVGu1JqquT88w2hcFGRcc/Cty4Ugro6QXS00W7U1GS0IIVCRovSXXcF+c1vQuTlKVxyiY1HHzV+5k9/CnLeeZ0/1/X19TidhTz88Cwef9yG1yu54AKNyy/fdRQqwJ//bOXDD9VI0nL99VYyMiSzZnU+aaf92Nvyco2TT7ZRXQ2aJpk40cezzzYxfHgilgmjiEtRiWmrpqo1Br80kgYVjRAqAklQsaNGqez30BkEnJOwXXYZyoYNiG3bkBkZvXkKB5zy8nIqKirIycnpUdBvs9kYNmwYw4YNi1S1wmJqu90e0db0pxljmM8//5y//OUvfPjhh3vVM+QXyPvA+cCi7X+/t/MBUspfh/8thPgNhqZhl4RhoDD1DCYmJiYDw5BIGkKhEGvWrMFutzNz5sweB+c9TRqamppYvXo1EydO3G1AEW5P6m/Bc11dHYWFhUydOnVItk2010FUVVWxYcMGYmNjKSgoICEhITJ+s7PnZvJkyXvv+fn6awWr1WhfCoukJ07UWblSibQhCQFjx+pUVRmtTfHxIIRk5Eidd94JRLQMl19ueDE4HEYy8Ze/WDngAJ3RoztuRlZXV1NcXEx2djb77GPlpJP8u32sn36qIoRREbHZjNam779XukwawKiGaBpcdpmTjRsV7HaIjZUUFlp54YU2jj56GTZbIrqYQsAZR3xrAy1EoxIiCh+tGL31ilVw590h9t9fRZKD/5NPsN5/PzQ19fCZ2juUlZVRVVVFdnb2HlUJ2le1ANra2qipqYlUa9o7U/f1vfXNN99w++23s3jx4kFPxn8BLALeEEL8DigFTgcQQswGLpVSXjiYizPdoE1MTEwGjkFvT2prayMvL48RI0YwfHjvfqmrqorf332QWFlZyebNm8nOzu6RKFJRlH5PGMrLy9m2bRszZ87Ebrf36VwDTVlZGeXl5cybNw+bzRbZMfZ4PGzcuBGn04nb7d5FB5GZKTnnnF0TuAsv1PjiC5W2NiPwjoqCu+4KsXKlwlNPWVBVcLslf/97MOKHUFdneDCEny6LxUgkSkpEh6ShrKyMiooKZs6c2akm4+uvFZ580kIoBBdeGOKYY3QKCgTbtgkCgR0eDFFREpfLOG91NTz5pIWqKoXDDtM45RSN999XuekmK3V1grY249yBALS2CuLioK7OzT77uJg+vY2ammoevc2GhoWZljxmWFbjFAEWOBYzJrAO99EzkZe8sGORcXEE7767j89a/7Jt2zaqq6uZMWNGv7UVOZ3OSLUmFApRV1dHeXk5BQUFfRJTf/fdd9x888385z//IS2tszZ8k/5ESlkLHNbJ15cDuyQMUsp/AP8Y8IVtx3SDNjExMRk4BrXSUFdXR0FBAVOmTOm0BWZ37G7SUbjdac6cOT0ORqSUBINBPB5PlzvrPUVKSVFREa2trcyaNWuv9HXvKeH71dLSwsyZMyNr3VkH0draSnV1dUQHkZycjNvt7nJc7MyZOq+8EuAf/1AJhQTnnBNi//11DjxQ5+yzQzQ1CTIyJO1zqcTEHR4MDoeRMGgaZGXJyFpLSkpobGzssnXmu+8UfvtbG2FN+6pVNp58MsADD1iJipIEg8Zo1uZmGDZMctJJGg0NcOyxUVRv79L++GOFZcsEb71lQVGMRCEsw1EUY3pTIAA5OcZFnE4nV16kcu1fp9MWsBAtWqg96CC8oRDp33yDGmVB+fZrfOEHNgTZunUrNTU1/Zow7IzFYsHtdkfE1M3NzdTU1JCbm4sQIpJAREdHd5uw//TTT9xwww28//77vd5wMPnfxHSDNjExMRk4Bi1p2LJlC2VlZcyaNWuPe5y7Sho0TWP16tW9bncKC56nTJlCVVUVmzZtIiYmBrfbTVJSUq/GooZF1w6Hg+nTpw/KJJmeous6BQUFqKra7VqFEMTExBATExPRQdTU1LB+/XoCgQBJSUmkpKQQFxfX4RyzZumdtv6kpEBKyq7aR4sFnn46wEUX2fD5jIThlluCjB4tkVKyYcMGQqEQ06dPR1EUPB5DFzFihIxUK15+2agwhKsVXi88/7yFkhJBbCw4nRK/XxAIGPqH6Gj4618tFBUZ63Y4jGlQ//qXFZsN7HZjneFkQUrjz9ixsoPWQvnuOyzNDcQmJBB44G94pk6lubmZ6AULiP/jH6GxkeJ//APr8ceTnJw8IP39e8qWLVuora0d8Ile7RFCEBcXR1xcXAcxdVFREW1tbbhcLpKTk3G5XB2SmJUrV/L73/+ed99915y6YxLBdIM2MTExGTgGLWmIjo5m9uzZfdrN7Cxp8Pl85ObmkpGRQUYvhKXtBc8ulwuXyxXZBa2urqakpASbzYbb7SYlJaVbobbf7yc/P59hw4YN+R3QUCjE6tWrcblcjBw5slfJTVRUVOQ+h30Otm7dSnNzM/Hx8REdxJ48x3Pn6nz7rY8tWwRutyQlZceoWrvdzuTJkxHCmMR0331WLBZDn/Dii35yciQ753dSGtqICRMk69YJnE5QFCMxmDpVZ+tWwUMPWSNtS8GgQNMkqmpoLqSEmBhJY6NAVY22JptN8swzAcIPLxSC/P8rxz/qt0x54UoqLW0EvV4jEZsxA+2AA1Avvpisigq2bE8qNU2LJFt9Md/rK6WlpdTX1+/VhKEzOhNTezweNm3aRFNTE/n5+UybNo3bbruNt99+m1GjRg3aWk2GHqYbtImJicnAMSiO0GAEq3tqzBamqamJ0tJSpk2bBhhuzmvWrGHSpEkRAebu6I1+obW1NeK0LISIjCh1Op2RY5qbm1m7di3jx4/v8RoGC7/fH9GT9Gc/uK7rNDY2Ul1dTX19PQ6HI+IH0ZOpWJ2haVrE7C8rKwuA9esFJ55ox2YzqhNtbUYwv2yZj7w8wWmn2fH7jSTAYoGXXgqQmSk580w7tbVGBeOSS0LcdFOIJ5+0cPfdVlpadlQRhIDLLw+xbZvgxx+NQLqtDTIyJBkZkptvDjF3rlFB8fvh7LNt5OYqKArYbH7+9rfNHHJIVsfXlKYZ2cX2fqyw+Z7H46GlpaXPydaeEG71mjZt2pB1eAZDa/HYY4/x7rvvkpSUxHHHHcexxx7Lvvvuu7eTraFbNvwZ01+O0F1NTzKnKpmYmJjsnp+lI3RPaF9pqKiooKSkhJycnA5BfHf0VvAcHR1NdHQ0WVlZ+P1+PB4P69evJxgMRkScZWVlTJ8+fcg70ba0tLBmzZoBSW4URelQrQknW3l5eV0mW90RDAbJzc1l+PDhDBs2LPL1khLD/yFcVXA6jSFETU2QkyN5800/L7xgIRQSnHdeiH33NQL8b74xKhjx8RJFgeOOs/PTT8r2pEMSChleEdHRcM89QYSAL79UaGgQ5OTojBmzay79r3+pLFumYLFAMBjC67Xw9NMTOPTQnRypVRXaJQM7m++FTeXCY0rD92qgBPQlJSU0NTUN+YQBjKT9m2++YcmSJYwcOZJPP/2UN998k3333Xewl2YyhOjMPdWcqmRiYmLSd37WlQafz8eaNWuIj4+nubmZ6dOn91h30N6wra8TkkKhEIWFhXg8Hmw2W6TdJCEhYUgGYvX19ZHxrzFhEcBeIpxseTwe/H5/5F51NXrT5/ORl5e3i8EcQEGBYMGCHZUGr9dIHJYv99HT237uubbIqFiPR6DrRuIQFQU33xzikks693rYmd/+1sY776gIoaPrAqtVMGKEzqpVux8B2xWtra3U1NRQU1MzIG1MxcXFNDc3M3Xq1CH5Om3Ppk2bOOecc3j55ZfJzs4e7OWYlYYBoL8qDZ2x/6IvOtU6DE9w8N3CQwfkmiYmJiY/R4ZkpaG/2gkaGxuJjY0lJyenx+fsz4QhPCFJSslBBx0EGFOhKisrKSwsJC4ujpSUFJKSkobE9KSqqipKS0vJzs4eFBGu3W6P6CA0TaO2tpaysjIKCgp2ac0Jm+FNnDix0+lakyZJrr8+yAMPWNE0o+PnmWcCPU4YAJYtMxIGVTVE2fX1gvHjJdddF+rSUXpn/H4oKgLQCQaNi2sabN2qsGmTYOzYPcu9w5WtkSNHEgwGqampobS0lJaWlj67LYeFxj+HhKG0tJRzzz2XF154YSgkDCY/Q8ypSiYmJiZ952fbnuT1esnNzcVisTBhQs9FblJKQqFQvzg8h0XE8fHxjB8/PpJ8hEdGSikj7SabN2+O9PanpKT0eh59X5FSRqbjzJw5s1eToAYKVVU7jN4Mi16LioqwWCy0tbUxbdq0bsfxXnSRxnHHaXg8gqwsSVxc79aQlibZvNkQNysKxMVJrrgixIIFPa+C1dWFsFq9REUl0NJifE0IUFXJk09aePjhYO8W1QlWq5X09HTS09M7CISLioqIioqKaEZ218YUTnJ9Ph9Tp04d0lO9wNAxnHXWWTz99NPMnt3pxoeJyW4xpyqZmJiY9J3Bjxz3gPr6etatW8fkyZMpKCjo0c/0t2Gbz+cjPz+/WxGxEIKEhAQSEhIYO3ZspLc/7HGQkpKC2+0e8B3/9mNKs7Ozh+TOcvupVTU1NRQWFpKens6mTZsAIslWZ1qR9HRIT9+z3fxHHglw5pl2QiFD/Dx7ts7JJ/c8YQgEApSU5JGWNpOiIsM0Lnx7VRWamvo/KN/ZbTn8ulq9ejW6rpOcnExKSgoxMTEdXufhhMHv9zNlypQhnzBUVFRwxhln8Nhjj7HPPvsM9nJMfsaYU5VMTExM+s7Prj2prKyMLVu2MHPmzE4NxaSEbduM9pCMDKPXvb8ThsbGRtatW8ekSZN6bErX3uNg1KhR+Hw+PB5PZOxm2CRtd4ZWvUXTNNasWUNMTEyHashQpbKykq1btzJnzpzIpCW/309NTQ0bN27E5/PtVgfRG3JyJF995WPlSpWYGMn+++u7jGvtCr/fT25uLuPGjeHuuy1ccIFk1SpDF+FwgNUqOOWUnmki+kJ7gX64jam4uJjW1lYSEhIi+pri4mKCwWBkXO1QpqqqitNOO42HHnoo0vZnYrKnhMXO5vQkExMTkz1n0ITQuq4TDPa8bSO8Wx5uWQm313z//ffst99+gDHJ8r77VL7/3kgMxoyR3HlnkJiY/ksYqqurKS4uZvr06V26IPeWcKBXXV2N1+slMTERt9vd56A4EAiQn59Penr6kPeLAMNcrKampltBe1gH4fF4aGpqGjTNiNfrJS8vjwkTJuByuQDj9ffYYxZefdWCxSK5+uoQZ53VN7F/Xwi3MVVXV1NZWYmqqhFB+Z6Ovt0beDweTjnlFO655x6OOuqowV5OZwztjOtnykAKoU1MTExMekZ3QuifRdIQCoXIz88nNjaWsWPHdgik2ycN//mPwuOPK2RmGt8rK4MjjwxxxRXBfhE8l5aWUldXx7Rp0wZMk6BpGnV1dVRXV9PU1ER8fDxut5vExMRetRW1tbWRn5/P2LFjSU5OHpC19hdSSjZv3kxra2uvhLntNSO1tbWR3v6BDorDAu1JkyYRHx8/YNfpD8LJtq7rZGZmUlNTg8fjQUrZZRvTYFJXV8fJJ5/MrbfeynHHHTfYy+mKoXGz/scwkwYTExOTwednPT2pra2NvLw8srKySE9P7/SY8BSkkhJjgo5xaklsrKSoqO+CZ13XWb9+PcCAawLCWoeUlJSIOLi6upqNGzcSHR2N2+0mKSmp26Ql3D41ZcoU4nqrDN7LSClZv349QgimTZvWq+C1vWZk3LhxHfwgoHsdxJ7S3NzMmjVrmDZt2l4fV9tbpJQUFhYihGDixImRFrmsrCwCgUCHNiaXyxWZxjRYmpeGhgZOO+00br755qGcMJiYmJiYmPwiGdJC6Lq6OgoKCpg6dWqXO7phgzeLxcKYMZIPPgBNk4CkqUlwwAF6n9YQDAbJz88nOTmZESNG7NUd2fbiYCklLS0tVFdXU1paitVqxe1272L8FZ7UlJ2d3W/tUwOFruusXr2amJgYRo8e3ed72763PxAI4PF4IjqIxMTESG//nl6nsbGRgoKCn4V5XzgZU1WVcePG7fKYbTYbw4YNY9iwYei6Tn19feR+OZ3OPjt495ampiZOP/10rr32Wk466aS9ck0TExMTExOTnjNkk4Zt27axbds2Zs2a1e10ofZJw+GH6+Tnw1dfKQghmDxZct55e95THm7xGT16NG63e4/P0x8IIYiNjSU2NpYxY8bg9Xqprq5m9erVSClJSUlB0zTq6+uZOXPmXh/p2ltCoRB5eXm43W4yw/1k/YjNZmP48OEMHz480vJVUVHB+vXr90gHUVZWx5dfljNjRg5O58C4M/cXUkoKCgqwWq27tPN1hqIoJCUlkZSUtIuDNxBpY+pvkX6YlpYWzjjjDC677DJOP/30fj+/iYmJiYmJSd8ZNE0DGNNndkbXdQoLC/H7/UybNm23Qd2qVauYMGECDocDXdfRNJ2aGoGuK6Smyl4ZfbWnvr6e9evX/yxafPx+P+vWraO5uRmbzRYJ8uLi4oZMr3p7AoEAubm5jBw5ktTU1L167Z11EHa7PdLG1JXHQV5eHeeeG4/X60TTBEccofHkk0GGgFffLkgpWbduHXa7nTFjxvT5+Q+3MXk8Htra2nC5XKSkpOByufqljamtrY3TTz+dc889l9/+9rd9Pt9eYui9qf4HMDUNJiYmJoPPkBRCw65JQzAYJC8vD5fL1eN2lfz8fLKysnA6nf3i8AzGfPitW7cyffr0QXFN7g26rrNu3TqsVivjx49H1/VIkNfc3NzvQV5fCU8dGjduHElJSYO9nMiuek1NTQdxcHhXvaqqivPOi2H9+iSio42Rvj4f3HdfkNNPH7zJSJ0hpWTt2rU4HI5+affamfZtTPX19X1uY/L5fJx55pmceuqpXHzxxX1e35IlS/j973+PpmlceOGFLFy4sNPj3n77bU499VSWLVu2p4ZxZtIwAJhJg4mJicngMySF0GC03ISTltbWVvLy8hg9enSXZmmdoSgKXq8Xh8PR56A4PMWnubl5yLgmd0cwGGT16tURvQUY7VqpqamkpqZ2CPI2bNhAbGxspC1nMB5bWEQ8lKo3O+sgampqKCoqwuv1YrPZtmsjDiZchBDCGK26YcPQiht1XWft2rU4nU7GjBkzINfYuY2ppaWFmpqaPWpj8vv9nHvuuZxwwglcdNFFfV6bpmlcccUVfPrpp2RkZDBnzhxOOOEEJk+e3OG45uZmHn30UebNm9fna5oMXd5dVWZ6MpiYmJj0M0MiKq6trWX9+vVMmzatV8Gkpmm43W6Ki4spLi4mJSWF1NTUXQTAfj9UVQmcTklX00c1TWPdunXYbDZmzJgxJNt62hN2pO6uxWfnIK+pqQmPx0NxcTF2uz0ipN4bYtf6+noKCwuHtIi4vTi4pKSEqqoqYmNjSU2toarKRXS0QAgVi0UwadKAFuF6ha7rEQO/0aNH75VrttfYjBo1qkPC1dbWRmJiIsnJyZ1WuAKBAL/5zW847LDDuOKKK/rlvfbTTz8xduzYyOM/88wzee+993ZJGv785z9z00038cADD/T5miZDk3dXlXVwfy5r8HLzO6sBzMTBxMTEpA8MetKwZcsWKioqmD17dpc95TvT3uE5MTGRpKQkAoEA1dXVFBQUEAwGSUlJwe1209gYw6232qitFei65MwzNc46S6N9nBIIBMjLyyM9PZ2MjIw+P6aWFigvF8THSwaiZb+lpSXiE9AbR+r4+Hji4+MZO3ZsB7GrECJyvwZi4lL7iU5Dvd0LoLi4mObmZubMmYOiKLzwApx6KpSXS4LBIIccUsucOS34/V3rIPYW4YQhHLwPFjtPY6qrq4tUuKKjo0lISMBms5GUlMSFF17IPvvsw7XXXttvyXlZWVkHQX1GRgZLly7tcMzKlSvZunUrxx57rJk0/A/zwMeFkYQhjDeo8cDHhWbSYGJiYtIHBjVpKCgoIBAIMHv27B5PsWmfMLTXL9hsNjIyMsjIyIg4LBcVFXHXXSNYuzYJVbUQHy94+WUL06frTJ1q7BS3tLSwZs2afuuxX79e8Mc/WvF6BboOF1wQ4owz+q/3va6ujg0bNvR5x759W47f78fj8UQSruTkZNxud7+YfpWVlVFRUfGzmOgkpWTTpk2UlEBs7HTq6yEpCdLT4auvQpSUCJxOcLlseDwaq1evRtf1Dn4Qe7NCFR5ZGx8fT1ZW1l677u5QFIXk5GSSk5MjbUz5+flcd911tLW1MWbMGBYsWLBX16TrOtdddx3/+Mc/9up1TfY+5Q3eXn3dxMTExKRnDGrSkJGR0atAS0qJpmm7FTxbrVbS09NJSEgnN9eOrktUNcTWrWC1CjZsaGXKFAd1dXVs3LiRqVOn9otRl5Rwxx1WNA3cbkkwCM8/b2HWLJ2xY/vezhIWaOfk5PTrDrfdbo8kXKFQqIPpV3t/g95qRkpKSqivrycnJ6fHSeFgETZC++c/3bz++jAsFkO/8PzzAfbbT8dqhXHjws+hk5EjRzJy5MhddBBh4fme3K/eoOs6+fn5uFwuRo4cOWDX6SvhNqZ99tmHmTNnkpCQwPTp0/njH/9IaWkp33zzTb+894YPH87WrVsj/9+2bRvDh+/YVQ7raebPnw9AZWUlJ5xwAu+///6eiqFNhijDEhyUdZIgDEsY2r41JiYmJkOdQU0a4uLi0PWema9JKQmFQgA9DsZKSwWqahzvcNiw26G+XtLW5uG//y1FSsmECRNwOp17/Bja4/eDxyMYPtwILq1WI/CsrBR9ShqklJSUlNDQ0DDgAm2LxUJaWhppaWmRNpPKykoKCwt77G8gpWTjxo0EAgFmzJgxJKY2dYeu6xQUFLBlSxyvvz4Mmw1U1ZiSdMklNvLyfF2O7m3flhP2yaiqqqKwsHDAhOe6rpOXl0dSUlJEAD+U0XWda6+9lpSUFO6//34UReF3v/sdgUCg3/Q0c+bMYePGjRQXFzN8+HBee+01/v3vf0e+Hx8fT01NTeT/8+fP58EHHzQThv9BbjhqQgdNA4DDqnLDURMGcVUmJiYmP38GfXpST9A0bZd2pJ5gs8HIkVBeDm1toOtGq8mkSUEslniGDx9ObW0txcXFxMbG4na7e2X4tTN2OwwbJqmrg8RECASMr4eTiD0h7OwrpdzrAfjObSZhf4PNmzfjcDgibTnt247CI2BtNhtTpkwZ8oLycIuP4WkxElUl4r8QFQWtrdDUBD2Rjqiq2uF+hYXnJSUlWK3WyP3qi65D07SIQ/lAmOL1N7quc+ONN+JwOCIJQ5j+FOBbLBYef/xxjjrqKDRN44ILLmDKlCnceuutzJ49mxNOOKHfrmUytAnrFszpSSYmJib9y6D6NIRCITSt637/rvQLPUXXYdEiC//9r4qmgaZJDj64hLPPbutgfBUO8Kqrq6mtrcXhcOB2u0lOTu51H/7mzYKbb7bS2Gic+4orghx/fM+qKTujaVqHnvWhEoCHXYOrq6upqalBVdXIjvqGDRtwuVxDqse+K8IBeHjHfuNGwa9+ZcdiAYvFSDRdLli2zEdfb73X68Xj8eDxeNA0LTKetDe6EU3TIi7a/SHYH2h0XeeWW27B5/Px5JNPDvmKUy8YGm/E/zFMnwYTExOTwWfImrt1lzSEEwZN01AUZY8D5lAIvvlGobQ0hK5v4Oij4xg+fFiXx7cPiD0eD1arFbfbjdvt7vHOaLhNKS5Osqd2BOGJTsOHD2fYsK7XOxTw+XxUVFREdtSHDRuG2+3e68Lg3hAKhSITs9rf31deUbntNiuqCk4nvPSSn+nT+/dtEBbqezyeHutGNE0jNzeXtLS0Dr36QxUpJXfccQcej4fnnntuyGtaesnQfFH/zDGTBhMTE5PB52eXNPRU8NxTmpqaWLt2LRMnTsTlcvXqZ9va2iIJhBAikkAM5OjQ1tZWVq9ePWRck3eHz+eLGPMlJCREdtS9Xi+JiYm43W7i4+OHTAIRDAbJzc1lxIgRnXpcNDRAXZ1ASrj3XiulpYI5c3T+9Kcg/W0xETbgq66upqGhgZiYmIjLclgHEU4Ydk5whipSSu69915KS0v5xz/+8b+WMICZNAwI/ZU0mMZuJiYmJnvOkE0aNE2LiJsjF+znhMHj8VBUVMT06dP7LHj2+Xx4PB6qq6vRNC3ibdCfZmUNDQ0UFBQwdepUYmNj++28A0U4wZkwYcIuCZmmadTV1VFdXU1TUxPx8fG43W4SExMHrVXF7/eTm5vL6NGjSUlJ6fK4piY44ogoPB5D0B4Mwv7767z8cqDPrUpdIaWkubkZj8dDTU0NVquVpKQkqqurycjIID09fWAu3I9IKXnooYdYu3Ytr7zyypB3Vd9DzKRhAOiPpOHdVWXc8GYeQX3HR5dVETxw2gwzcTAxMTHpAT+bpGFPBc+dIaVky5Yt1NTUMH369H73CAiP2qyqqiIQCPSLt0F1dTXFxcXMmDHjZ2GC1tjYyLp163qU4Oi6TmNjI9XV1dTV1REdHR3RjeytwNLr9ZKXl8f48eNJTEzs9tivvlK49FIb4Y40KQ2Nw8qVPuLj98JiMTxEcnNzUVUVVVVJSkrqN/+MgUBKyd/+9jd++uknXn/99SHvy9EHht7N/x+gP5KG7Ds+ocEb3OXrCQ4rubcd2adzm5iYmPwS6C5pGBLbgH0VPO+MrusUFhai6zo5OTkDsqvdftTmzt4G4eCuNy05W7dupbq6+mdhggZQW1vLxo0byc7O7pGLtKIouFwuXC5XxPCrurqa0tLSiG4kJWXgHJbDFZFJkyYR34Oo32YzhPRSGmNzpTT+7K2N82AwSEFBAePGjSM1NTWigwi/xsJ+EC6Xa0gIjKWUPPPMM3z33Xe8/fbbP4vXsMn/Hp0lDN193cTExMSk5wz6yNX+ThiCwSCrV6+OTPDZGzuy7b0Nwi05ZWVlFBQU4HK5cLvdXYpcwy7EPp9vwBKc/qayspItW7Ywc+bMPRqbGTb8io2NZcyYMXi9Xqqrq1m9ejVSyg4Oy7sjN1fw5psWdB1OOUVj9uxdJ1WFjb160/I1e7bOuHGSggKxfc1w9tlav2saOqMzzUXYsDA9PT2ig/B4PGzYsCFStUlKShqUYF1KyYsvvsgnn3zC//3f//XrKFUTk/7i3VVlZouSiYmJSR8Y1Pak1tZWwtfvj4TB6/WSn59PVlZWpwLXvc3OIte4uLhIT7+qqui6ztq1a4mKimLs2LFDsuVkZ8IVkRkzZgxIW1EgEIjoRvx+f2Q0qeGj0PH+5OcLrrzSFjFe0zR45JFgh8ShsbGRgoICpk2b1mvtSWsrvPCChc2bBXPn6pxxhtalyVt/EQwGWbVqFVlZWbjd7t0e375qU1tbGxl/m5KS0qMKUH/w8ssv89Zbb/HBBx/stWsOMkP/jfozpD/ak3Lu/IT6ts6rCsMTHHy38NA+nd/ExMTkf50hq2l48MEH+fe//83RRx/NSSedxKRJk/Z4pz0sIJ48eXKP2k/2NmFztPZeEG1tbQwfPpyRI0cO9vJ2i5SSzZs309raytSpU/dKRSQUClFbW4vH46G5uXmXlpw77rDw+ecqYT1zXR3MmaNz//1G0FBfX09hYSEzZsz4WQSzgUCA3NxcRo0a1a1IuzvCYn2Px0MwGIwkXbGxsQOSlL722mu8/PLLLF68uF8HAgxxzKRhAOgvIfQ1r+d2+j0BFC86tk/nNzExMflfZ8gmDWAE+x988AHvvPMOxcXFHHHEESxYsKBX7seVlZWUlpYyffr0n0Vw2NbWRm5uLjExMXi9Xux2e6Snfyj2goddqQEmTpw4KBWR9i059fX12O1xvPbaWH78MS6SNNTWwty5RtJQU1NDUVER2dnZvdJJLF2q8Ic/WPF4BDNn6vz1rwH2RtGqPxKGnQkGg5Gkq6Wlpd91EO+88w7PPPMMixcv/llM+upHzKRhAOivkatdiaHNSoOJiYnJ7hnSSUN7mpubWbx4MW+//TaFhYUceuihLFiwgNmzZ3epByguLqaxsZFp06b9LMY7hvvr21dE2pvJqaoa8YIYKFFwb9B1nTVr1hAdHc3o0aMHvYWqogJuvtnKunWg60FaWnRiY3WsViuKYuXRR0NkZFRQWlpKdnZ2r/rry8oERx5pR9fBboeWFpgyRee99wID+IiMhGHVqlWMGTOG5OTkAbmGrus0NDRQXV1NfX090dHRET+IPUlUP/jgAx577DEWL15MQkJCv6xxyZIl/P73v0fTNC688EIWLlzY4fsPP/wwzz33HBaLhZSUFF544YXBqtKZScMA0J8+DTe/sxpvcIcHkMOqcu/J00xNg4mJiclu+NkkDe3xer0sWbKEt956i/z8fA466CAWLFjAPvvsg6qq+Hw+VqxYQVJSEuPHj/9ZCIjDE4e684zwer2Rnn4pZSSBGIwKStg12e12k5mZ2fcT6jp9FQWcf76NoiJBcjJ4vUZL0rx5foRoZe7cLYweXYeUkhkzZvR69/ujjxT+8Acb4Wm3UkJzM+Tn++ijxUeXhH0jxo4du9eM/MI6iLAfRG91EEuWLOH+++9n8eLF/bZmTdMYP348n376KRkZGcyZM4dXX32VyZMnR4758ssvmTdvHk6nk6eeeoqvvvqK119/vV+u30vMpGEA6E9HaNPgzcTExGTP+FkmDe3x+/18+umnvPnmm6xYsYJZs2aRm5vLb37zGy655JLBXl6PKC8vp6ysjBkzZvR49zsQCFBdXU11dTWhUCjiBREdHT3gO/7hdpkRI0aQlpbW9xM2NGC76CICL74IMTF7dAqvFw491E5qKhGDtZoauOuuIPPn62zdupWqqircbjc1NTWRnv6eeht8/73CBRfYcDiM8weDxp+1a30MhKlxOGEYN27cbn0jBpKddRBJSUldis8///xz7rzzTj788MN+a6MC+OGHH7j99tv5+OOPAbj33nsBuPnmmzs9ftWqVVx55ZV89913/baGXmAmDQNAfyYNJiYmJiZ7xpD3adgddrud4447juOOO441a9Zw0kknMXnyZJ577jlWr17NggULOOigg4bkqMdwC1VTUxMzZ85E7UX0abPZyMjIICMjIzKnv6ioCK/XG/GC6Cyw6ythE7Rx48b1206y8sMPKKtXoyxdin7YYXt0jqgocDqN5MHpNAoXug4ul6SkpITGxkZmzpyJoiiMGDEi0tMf9jZITEyMjL/t7J7ts4/OgQfqfPaZQkODQNfhoIM0Wlrod0M3n89Hbm5uj4zmBpqoqCgyMzPJzMyMiM+3bt1Kc3MzCQkJeL1eJk2axLJly7j99ttZvHhxvyYMAGVlZR2qWRkZGSxdurTL459//nmOOeaYfl2DiYmJiYmJSdf8LJKGMNXV1Zx77rm8/fbbTJ8+nVAoxDfffMObb77JH//4R3JycliwYAGHHHLIkHBU1nWd9evXoygKM2bM6FNw335Ov6ZpHQK73QXDvaEzzUV/oH7wgfH3hx/ucdIgBNx+e5A//clKW5uRMBx7bAincyMtLT6mTZvWoU3NarVG/DN0Xaeuro6KigrWr1+/y/hbMEa2+nxQXb3jHn77rcp559n4v/8L9Nu41XDCMGHCBFwuV/+ctJ+wWCykpqaSmpoa0UE89thj/9/evcdVWeWLH/8sLiLeuavgrUBTVDTxmGlZollqbiwlK5PO5FSTTTlHLZo61ZzGxLSmM5k/u1h5bDIVURlNHbGpsfIyKqJ5RfOKyFVABGFf1u8PYAfKVfcN/b5fL16y9148z9fFs9nP93nWWl+mTJlCcXExr732mtPn2nz55Zfs2rWL77//3qlxCCGEEDeTJpU0BAYGsnXrVlpVDG/x8PBg+PDhDB8+HLPZbK1G++abbxIeHo7BYGDkyJG1zh+wJ5PJZC0y16VLF5veDag6WfrKk+G2bdtaT4YbO88jPz+fw4cP07dvX9sun3nxIm67dqGDg3H78cfyWwXXOEfjrrss/O1vZaSlKXx9NV5ehzCZNOHh4XX2sZubG/7+/vj7+1db/vb48eN4e3sTGBjI6tUd+Oab6neCyspg5053zp9XdOx4/aP1Ku/i3HbbbTabQGwvbm5u+Pr68sADD7Bp0yY++ugjdu7cydixY3nggQd47bXXbLav4OBgzpw5Y3189uxZgoOvHoOenJzM7Nmz+f77752evNyMlFK+wHKgK3ASiNFaX6ihXWfgU6AT5cNcR2utTzosUCGEEDbXJOY0NJbFYmHnzp0kJCSwefNmQkNDiY6OZtSoUdaEw55KS0tJTU213XyABtJaW1fIycvLo3Xr1tZKwfUNi8rOzuaXX34hIiLi+u7SFBaisrKqPeW2ezcX535CRqtQgouP0fKPz2Hp27d67EFB0IiJy1prDh48iKenJ2FhYdeclGmtratXvfSSH5s3B2IyVU+2vL3h0KESrndETmXC0LNnT5esJVKTPXv2MG3aNNauXUvXrl2tz5tMJpuuVmYymejevTtbtmwhODiYgQMH8tVXXxEeHm5tk5KSwoQJE9i4cSNhYWE22/c1uGnnNCil3gHytNbxSqk4wEdr/XIN7b4DZmutNyulWgEWrXVxXduWOQ1CCOF8TX4i9PWwWCzs3buXlStXsnHjRjp16oTBYGD06NF2OXG7dOkS+/fvd/pYda01hYWF1YrJBQYG1rjEZuUk7X79+l13nQiPjz/G4//9v/IHFcnHpsLBvJL5B3BzQ1lMzG8/n3tbV5wcXL4MgHH6dMyxsQ3aR+UysK1ataJbt242u4vz3nsezJ3rQVFR9e0NHlzG5s2m69pPcXEx+/bta1IJQ2pqKs888wyrVq1yyEn6N998w/Tp0zGbzfzmN7/h1Vdf5fXXXycyMpJx48YxYsQI9u/fT4cOHQDo3LkzSUlJdo+rBjdz0nAEuEdrnaGU6gB8p7XucUWbXsDHWuuhjdm2JA1CCOF8N3XSUJXWmp9//pmVK1daV38xGAyMHTvWJif4lRWIe/fu7ZA7Gg1V9Wp6dnY2np6e1uFN586d48KFC/Tt27dRk7Tr2Bnuy5fj+Ze/oN3cyGvZiZH7/kJzt1KauxkpsTTDqD34tu+LtL54DqUUxpkzMT/00K9LItXBbDazb98+fH19bb5G/6VLMHlyM374wZ2SkvJwIiNLmDs3FYulxLqqUNu2bRuVQBQXF5Oamkp4eDht2rSxacz2cvDgQX7zm9+wYsUKbrvtNmeH42pu5qQhX2vdruJ7BVyofFylTTQwFSgDugHJQJzW2kwdJGkQQgjnk6ShBpVVjhMSEli3bh1t2rSxJhABAQGNvqqcmZlprUrtCpOw61JcXExWVhanT59Ga03Xrl0JCgqyadzqyBGazZzJgZMtmZL5Lu08iqyv5Zta8nX7Fwm71ULZvHno0NAGbbOybkT79u1rHO9uCyYTHDigKCiAnj21dUhS5eTz7OxsCgsLGzx35NKlS+zbt4/evXs3marJhw8f5sknn+Srr76id+/ezg7HFd3QSYNSKhmoaVzlq8CSqkmCUuqC1rrabH6l1ARgMdAfOE35HIhvtNaLa9jX08DTAJ07dx5w6tQpW/03hBBCXANJGuqhteb48eMkJCSQlJSEl5cXDz74IAaDgfbt29ebQJw6dYrc3Fz69u3bJKpSWywWDh06hKenJ507d7YWkzObzQQEBFhrQVy34mIuPfoc9/3wJ5p5WvB2K6PY7IXZpEmO+jNeSxY0eEK00Whk7969dOrUyaHzRCodPqzYvt2NVq1g1CgjRmM+2dnZ5OXl0bJlS+vQr6q//6aYMBw7dozJkyezdOlSIiIinB2Oq7qhk4a6NHB40h3AXK31sIrHTwB3aK2n1bVtudMghBDOJ0lDI2itOXXqFImJiaxevRqAsWPHEh0dTUhISLUEQmvN0aNHMRqN9OrVq0lUpa4c3uPj41NtYiuUF3TLyckhMzOTsrKyRhVGq1FpKV733MMW0zDiTj2P2QIebpp3u7zPXc13UvrPf0IDkqzKQnPdunWzeX2Ahti61Y1nn22G0Vhe0LprV01CQimtWv1aXTkrK4ucnBzr0K8WLVpw5MgR+vTp41JD1epy8uRJHn30URYvXkxkZI1/L0S5mzlpmAfkVpkI7au1fumKNu7AHmCE1jpbKfU5sEtr/WFd25akQQghnE+ShmuktSYjI4NVq1aRmJjI5cuXGTt2LAaDgcDAQN544w2effZZQkND7V6h2RaMRiOpqal06NCh3uE9JpOJnJwcsrKyuHTpkrWYXGPG87v9+COe//Vf0KYNF7NLyfDsREfjaVoFNIfCQowLFmAZOLDObVTWNLBlobnGGjnSi4wMReXKvQUF8Kc/GZk06eoh2sXFxZw9e5YzZ87QsmVL2rdvb00iXNmZM2eIiYnho48+4o477nB2OK7O9d/sdqKU8gNWAJ2BU5QvuZqnlIoEntVaT61oNxJ4l/K+2g08rbUuq2vb9k4a1qSkM2/TEc7ll9CxnTezRvUgur99hjkKIURT1eQrQjuLUoqOHTvy+9//nueff56srCxWr17N888/z9GjRxk2bBgWi8XZYTbI5cuXSU1NpVu3bgQGBtbb3sPDw1oYzWw2k5eXR3p6OocOHcLHx8daTK6uuytuGzeiCgvBbMb7uafpMmUKHp9+CkuWoC5exG3z5jqThsoVh5xd06CgQFF1USmLBQoLaz5vrJz7cMcdd+Dp6Ul2djZHjhyhtLTUeuemdevWLpVknjt3jkmTJrFgwQJJGESdtNa5wFXVGbXWuyif/Fz5eDPQ98p2zrImJZ1XEvdTYixP9NPzS3glcT+AJA5CCNFAcqehkU6cOMHEiROZOXMmly5dIjExkfPnz3P//fcTHR1Nz549XW6YUuUysLaoQGyxWLhw4QJZWVnk5+fXWFkZAKMRr+HDoXnz8snO/fpZX3LbvRvPmTMBKE1OhhpWbSoqKmL//v0uMR/glVc8SUx0p2XL8onSJhMsW1ZKRET1t0dlNe2aiuOZTCZyc3PJysqiqKgIHx8fAgIC8PHxcerxcv78eSZMmMD8+fMZPny40+JoYlwn47uB2PNOw5D4b0nPL7nq+eB23vwYJ8e9EEJUkjsNNrRq1SoWLVpkHfP91FNPkZ+fT1JSErNnz+bUqVOMHDmS6Oho+vbt6/QEorCwkAMHDtjs5NvNzQ0/Pz/8/PyqVVY+duwYLVu2JCgoCD8/PzzMZsyPPorp8cfhiroElgEDKE1MxGPZsvLL9lckDZUx27wy9TV6/XUjWsOmTe60a6d57TXjVQlDYWEhBw8eJCIiosahSB4eHgQFBREUFFQt8Tp69CitW7cmICAAf39/2yx720DZ2dlMnDiR+Ph4SRjEDe1cDQlDXc8LIYS4mtxpsLHCwkLWr19PYmIiR48eZfjw4URHRzNgwACHJxB5eXkcPXqUiIgIvBu4StG1qpwQnJmZSU5ODs2bNycwMJCAgIBGFYzLz8/n8OHDDonZVgoKCjh06NA1xXxlEb7mzZsTEBBAQEAAzZo1s1PEkJuby8MPP8wbb7zBmDFj7LafG5TcabADudMghBDOJxOhnaS4uJgNGzawatUq9u/fz7Bhw4iOjmbQoEF2v6JcWTeiX79+dj35rE3VYnLu7u7WYnJeXl61/kxubi7Hjh0jIiLC5WtdVLqehKEmlf2Wk5ODUsq6BK4tE6j8/Hweeugh4uLiiI6Ottl2byKSNNiBPZOGK+c0AHh7ujPnoT4yp0EIIaqQpMEFXL58mc2bN7Ny5Ur27NnDkCFDGD9+PHfeeafNazucOXOGrKwsIiIiXKJuRElJibUWhNbamkBUPRHOysri5MmTTktyroW974pcvnyZ7OxssrOzMRqN178ELuV3wh5++GGmT5/OxIkTbRLnxo0befHFFzGbzUydOpW4uLhqr5eWljJlyhR2796Nn58fy5cvv2q53yZGkgY7kNWThBDC+ZpM0pCXl8cjjzzCyZMn6dq1KytWrLhq4u6pU6cYP348FosFo9HI73//e5599llHhnndysrK+Pbbb0lISGD79u0MGjQIg8HA3XfffV0nzFprfvnlF4qKiujTp4/T51PUpKysjKysLLKysjCZTPj7+6OUIicnh379+jVqKJMzXbhwgSNHjtCvXz+H3BUxGo3k5OSQnZ3NpUuX8PX1ta5g1dAEoqioiIkTJ/LMM8/w2GOP2SQus9lM9+7d2bx5MyEhIQwcOJBly5bRq1cva5uFCxeyb98+Fi1axNdff83q1atZvny5TfbvJJI02IHUaRBCCOdrMknDSy+9hK+vL3FxccTHx3PhwgXmzp1brU1ZWRlaa7y8vCgqKqJ379789NNPdOzY0ZGh2ozJZOL7778nISGBrVu3cvvtt2MwGBg+fHidQ3mupLXmyJEjWCwWevbs6VJLetbGaDRy9OhRcnJyaNasmfVKeps2bVw6/sq5Io5KGK5ksVjIzc0lOzubgoKC2lewqqK4uJiYmBimTJnCk08+abNYtm3bxptvvsmmTZsAmDNnDgCvvPKKtc2oUaN48803GTx4MCaTifbt25Odne3Sv+N6NNnAXZkkDUII4XxNZvWktWvX8t133wEQGxvLPffcc1XSUPVKfGlpaZOpk1AbDw8PoqKiiIqKwmw288MPP7Bq1SrefPNNevfujcFgYMSIEXUWB7NYLPz888+0bNmSW265pcmcjKWnp2M0Ghk6dChQPqfhzJkzXLx48ZqupNtaURGkpSlat4Zbb9UoVZ4wpKWl0b9//0Yldbbk5uZmnSx95QpWLVq0IDAwEH9/f+tdm5KSEh577DEmTZpk04QByn+HnTp1sj4OCQlhx44dtbbx8PCgbdu25Obm4u/vb9NYhBBCCGE/LpU0ZGZm0qFDBwDat29PZmZmje3OnDnDmDFjOHbsGPPmzWuydxmu5O7uzrBhw6xF43bs2EFCQgJvv/02YWFhjB8/nvvuu49WrVpZf8ZkMrFv3z78/f3p3LmzE6NvuMphVMXFxdWWpa2c62CxWMjLyyMjI4PDhw/Ttm1b65V0Rw25OnZMERvbjKIihckEDz5oZsaM8/zyyzH69evntIThSkop2rVrR7t27dBaWydSp6Sk8Pnnn9O5c2d27NiBwWDgt7/9rbPDFUIIIUQT5fCkYcSIEZw/f/6q52fPnl3tsVKq1ivMnTp1Yt++fZw7d47o6GgmTJhAUFCQXeJ1Fjc3NwYPHszgwYOxWCykpKSwcuVK5s+fT5cuXTAYDPTv358ZM2awcOHCJpUwHD16FLPZTO/evWv8Hbu5ueHv74+/vz9aa/Lz88nKyiItLY3WrVsTGBiIn5+fXVegeuklT/LzFW3alJeSWLNGERKSx9NP93fZidpKKVq1akWrVq245ZZbaN26NXFxcZw+fZqvvvqKwsJCJk6cSGhoqM32GRwczJkzZ6yPz549S3BwcI1tQkJCMJlMFBQU4OfnZ7MYhBBCCGF/Dp8pm5yczM8//3zVl8FgICgoiIyMDAAyMjIIDAysc1sdO3akd+/ebN261RGhO42bmxsDBgwgPj6ePXv28NZbb5GSkkJUVBTNmzfn+++/Jy8vz9lh1ktrzaFDh1BKNXjehVIKHx8fevTowR133EGnTp0oKCjg3//+N6mpqWRkZGA0Gm0e68mTblSOCLNYTJSWmvDyCnPZhOFKRqORt99+m6ioKA4fPkxSUhLBwcGkpKTYdD8DBw4kLS2NEydOUFZWxtdff824ceOqtRk3bhxLliwBICEhgeHDhzeZIXRCCCGEKOdSy+tUPblYsmQJBoPhqjZnz56lpKS8SM+FCxf44Ycf6NGjh0PjdCY3Nzfc3d3ZunUrGzZsYP78+WRmZvLQQw8RHR3NZ599RnZ2NvVMcHe4ynkXXl5ehIWFXdNJo1KKtm3bEhYWxqBBg7j11lspKSlhz5497Nmzh7Nnz1JWVmaTeG+7zUJRUfnwr5KSUry9PenRw6XeLrUymUw888wzRERE8PLLL6OUws/PjylTpthsmdVKHh4eLFiwgFGjRtGzZ09iYmIIDw/n9ddfJykpCSivmp6bm0toaCjvvfce8fHxNo1BCCGEEPbnUqsn5ebmEhMTw+nTp+nSpQsrVqzA19eXXbt2sWjRIj799FM2b97MjBkzUEqhteb555/n6aefdmSYTrdu3TpCQ0O57bbbrM9prTl27BirVq0iKSmJ5s2b8+CDD1rv4Djzyq7ZbGb//v34+PjQpUsXu+yjuLjYWkxOKWWdH3GtqxulpysmT1acPWvB09OLqVPN/OEPJlz9ArnZbGbatGl06tSJP//5z3JF3z6kU+1AVk8SQgjnazJLrgrb0Fpz6tQpVq1axerVq3Fzc2Ps2LFER0cTHBzs0BPJyonagYGBhISEOGSflUXRsrKyMJvN1qrKLVu2rPdntYbt291ITb0IpDNixC34+HjQFIbgWywWpk+fjo+PD3PnznXJOh03CEka7ECSBiGEcD5JGm5iWmvOnTtnTSBKS0sZO3YsBoOBrl272jWBMBqN7N27l5CQEOuqWI5WVlZGTk4OmZmZlJWV1VtV+X//14NPPoGyMhPNm3vx6KNmXnnFBMC6de589ZU7np7w9NMmhgxxneV+LRYLs2bNwtPTk/fff18SBvuSpMEOJGkQQgjnk6RBAOUJRFZWFomJiSQmJlJQUMCYMWMwGAzXPM+gNmVlZezdu5euXbvWO6HdUUwmEzk5OWRlZVFcXGytBdG2bVuUUmRlwR13eFJSovHy8iAgQGMyKZKSSklNdSMuzhNPT43WYLEoPv+8jAEDnJ84WCwWXn31VUpLS1m4cKEkDPYnSYMdSNIghBDOV1fSIGcXVeTl5TFy5EjCwsIYOXIkFy5cuKrN3r17GTx4MOHh4fTt25fly5c7IdJro5QiKCiI3/3ud2zevJlvvvmG4OBg/vjHPzJs2DDefvttDh48eN2TqC9fvkxKSgq33nqryyQMUD5pt3379vTt25eBAwfi4+NDeno627dv5/Dhw3z2WS65ue6UlnpSUKD45Rc3jEYoLKTiDoOmVSto3RosFs3q1c5/+1gsFv70pz9x8eJFPvzwQ0kYhBBCCGEXcoZRRXx8PFFRUaSlpREVFVXjKi8tWrTg//7v/zhw4AAbN25k+vTp5OfnOz5YG/D392fq1Kl88803bN68me7du/PWW28xdOhQ3nzzTVJTUxtdcbukpIS9e/fSo0cPl16L393dnYCAAMLDwxk0aBBubm5s3OiFu7sFrTXu7hqTCcrKoFs3jadneb2GSlorKgouO43Wmjlz5nD+/Hk++eQTu9atEEIIIcTNTZKGKtauXUtsbCwAsbGxrFmz5qo23bt3JywsDCivExEYGEh2drYjw7QLHx8fpkyZwtq1a/n+++/p378/7777LkOGDOG1115j165d9SYQRUVF7N27l169etGuXTvHBG4DGRkZFBUV4efnQ8eOiubNwWwGNzczQ4ac5+LFTGJjS8nJUezf78bPP5ffgXjsMbPTYtZa8+6773L8+HE+//xzSRiEEEIIYVeSNFSRmZlpnbDbvn17MjMz62y/c+dOysrKuPXWWx0RnsO0adOGRx99lISEBLZt28add97JwoULGTx4MC+//DLbtm3DbK5+wlxYWMj+/fvp06cPbdq0cVLkjXf27FkyMzOJiIhg6lQzoAgI0AQHa7p2deP555tx8eJFVq8+j7u7iVatzLRqVT58KyfHOUPbtdZ88MEHpKamsnTpUjw8HF7YXQghhBA3mZvubGPEiBGcP3/+qudnz55d7bFSqs6JwRkZGTzxxBMsWbLkhh5H3qJFCyZMmMCECRO4fPky//jHP/jiiy948cUXGTp0KNHR0ZSUlLBy5Ur++te/0qKyjHITcObMGXJycoiIiMDd3Z0HHrDQrFkZCQnueHvDb35jonfvFkAohw554ednwd3diMlkorDQk7///SK33+6Bl5eXw2LWWvPRRx/x008/kZCQgKezx0gJIYQQ4qZw0yUNycnJtb4WFBRERkYGHTp0ICMjo9ZJvIWFhYwZM4bZs2dzxx132CtUl9O8eXPGjRvHuHHjKCsrY8uWLbz//vvs3r2bMWPGsG3bNu6+++4mcSJ7+vRpcnNziYiIqJb0RUVZiIq6ehiWj48mM9Mdb293mjXzoqRE07atmf37D6G1thaT8/b2tlvMWms+++wzNm/ezOrVq2nWrJnd9iWEEEIIUdWNe4n8GowbN44lS5YAsGTJEgwGw1VtysrKGD9+PFOmTGHChAmODtFlNGvWDKPRSH5+Pnv37mXy5MmsX7+eIUOG8Lvf/Y6NGzdSWlrq7DBrdOrUKfLy8q5KGOryxz8acXeH/Pzyr06d4Jln2hAZGUnfvn1xd3fn0KFD7Ny5k19++YWioiKbx7106VKSkpJITEy85krXQtzo1qSkMyT+W7rFrWdI/LesSUl3dkhCCHFDkDoNVeTm5hITE8Pp06fp0qULK1aswNfXl127drFo0SI+/fRTvvzyS/7zP/+T8PBw68998cUX9OvXz3mBO8n7779PbGwsPj4+1ufMZjM//PADCQkJ/POf/6RPnz5ER0czYsQIu16Fb6iTJ09SUFBAnz59Gj2s7MQJxY8/uuHtDSNGmGnb9uo2RqPRWguipKTEWkyudevW11UHY9myZXz55ZesW7euQZWtGysvL49HHnmEkydP0rVrV1asWFHt9wrlyw3/7ne/o7CwEHd3d1599VUeeeQRm8fSBEidBjuwRZ2GNSnpvJK4nxJj+Zyr1qWXWLV0Jk89/b/MmPgfRPcPtkWoDrEmJZ15m45wLr+Eju28mTWqR5OKXziWHC/1a+p9VBl/en6J9Tl3pXh0UCf+HN3HZvuR4m7CKSwWC9u3bychIYHk5GS6d+/O+PHjue++++xy4lufEydOcPHiRXr37u2QeShms9maQBQVFVmLybVr165RCcSqVav45JNPWL9+Pa1bt7ZLrC+99BK+vr7ExcURHx/PhQsXmDt3brU2R48eRSlFWFgY586dY8CAARw6dKhJrZRlI5I02IEtkoYh8d9W+0Add/A7/vr3+bzw4Cw2RwxnzkN9msRJwpXJD4C3p3uTiV84VkOPl6Z+0nw9Xluzn6TvD5GwdCYPPzGfi14tm9R7qqbfcVWT7+hss8RBkgbhdBaLhT179rBy5Uo2bdpE165dMRgMPPDAAw5ZbalyyJCjEoYrWSwW8vLyyMrKoqCggLZt2xIUFISPj0+d8SQlJfHBBx+wfv16u56c9+jRg++++846n+eee+7hyJEjdf5MREQECQkJ1iWIbyKSNNiBLZKGrnHrAfjfpHcYeWwHnmYTnhYzRjd3jO4e/NDrTu7b+60twrWrK5OfSsHtvPkxbrgTIhKurCHHy82ciK5JSecPy/fyYJWLCEm9hgFN5z1V2++4krtSHJ8z2ib7qitpuOkmQgvncHNzIzIyksjISObMmcP+/ftZuXIlY8aMoX379hgMBsaMGXPVkBhbOH78OMXFxU5LGKD8/+/v74+/vz9aa/Lz88nMzOTo0aO0bt2awMBA/Pz8qtVb2LBhA++//z7ffPON3a/my3LD4kbgrhRmrXnvrsn0yjpBcEGmNWk42yaQ2YMe4z5nB9kA52o5OajteeE8rnD1viHHy7xNR666Sl1iNDNv05EbPmlo8Z9PcODgT3iaTQC8u/494jf+lc2hg5g+7iW77ddWx8aalPQ6EwYAs9asSUm3++9SkgYX05Cx5QD3338/27dvZ+jQoaxbt84JkV47Nzc3IiIiiIiI4K233uLQoUMkJCQwfvx4fHx8GDduHGPHjiUgIOC69qO15vjx41y+fJnevXtf15wCW1JK4ePjg4+PD1prCgsLycrK4pdffuHw4cOUlpYSFBRkTRh8fX1tsl9Zbljc6MwVd85P+XTkvaGP89e/z+OSZ3OamY38ZejjnPXt6JAP1vrUdzLRsZ13jScJHds5f16Y+NWVV+/T80t4JXE/gEOPsYYcL009Eb2eE/C3Bz3KJ2ePXXUR4d27nrDbe8pWx0bldhrCEceefOK7mPj4eKKiokhLSyMqKor4+Pga282aNYulS5c6ODrbU0rRq1cvXn/9dXbs2MGCBQsoLCxk0qRJjB07lo8//pjz589TzzC6q1QmDKWlpYSHh7tMwnAlpRRt27YlLCyMQYMGERkZye7du3nhhRdo3bo1a9assVnF8eTkZH7++eervgwGg3W5YUCWGxZNVnCVE4Axh7dS4unFX4Y+RomnF2MO/4BZa15J3O/UFZUqTwLS80vQ/HoyUTWmWaN64O1Zvcq7t6c7s0b1cHC0oi51Xb13pIYcL7WdHDeFRLQh75m6GLvdyntDH8fTYuaSZ3M8LWb+MvRxzvh0sNt7ylbHRk3bqY0jjj1JGlzM2rVriY2NBSA2NpY1a9bU2C4qKspuk2KdpXKS7SuvvMJPP/3E4sWLMZlMPPHEEzzwwAN8+OGHpKen15tAaK05duwYZWVl9OrVy2UThisppcjPz+fAgQPs27ePTz75hIKCAp5++ulGJ02NJcsNixtB1ZOnjwc9zPDffsSn//EQw3/7ER8NehhwzkldVQ05mYjuH8ych/oQ3M4bRXkydDOMPW9qXOXqfUOOl6aciF7vCfisUT0Yd/SHqy4iPH5HZ7u9p2x1bNi7fWPJ8CQX09ix5TcqpRTdunVj5syZzJgxg/T0dFatWsVvf/tbysrKePDBBzEYDHTp0qVaUqC1Ji0tDbPZTM+ePZtMwgCwY8cOXnrpJf7+97/TsWNHAGbMmMGMGTPsvu+4uDhiYmJYvHixdblhoNpywytWrOBf//oXubm5fPHFF8DNu9ywcE2VJwDzNh1hP92tK3nktPQhp+WvwzydOSSjoScT0f2DJUlwca40jKy+46Xqe6OprZ50vSfg0f2D+e6PcTx2qIQDZm+2D36Amb1a2HSZ0ivZ6tiobTt1tbcnSRqcwFZjy28WSilCQkJ48cUXeeGFF8jMzCQxMZEXXniBixcvMmbMGAwGA7fccgtvvPEG48eP5/bbb29Sfbd7926mT5/O2rVr6dSpk8P37+fnx5YtW656PjIykk8//RSAyZMnM3nyZEeHJkSjVD15qm3FEWcOyXClE01xfWaN6lHjikSuevW+qSaitnjP3DN5DPfYMKb62OrYqGk79bW3Jxme5AS2GFt+s1JK0b59e5577jmSk5NZt24dHTp04OWXX6Zfv36kpqbi5eXl7DAbJTU1lWnTprFq1Sq6du3q7HCEuGG44pAMV4xJXBsZRuYYTfE9Y6tj48rttPP2xK2W66FDbvW1+7EndRpczKxZs/Dz87MW2crLy+Odd96pse13333H/Pnzm9zqSbZmsViYNm0a7u7uREZGkpiYyNmzZxk5ciTjx4936lKr9Tlw4ABPPfUUK1eupEcP1/0DKKppOrewmhBb1GmoiSssidkUYhLClcl75ldrUtJ5dfV+LpWV331QwONS3O3mlJubS0xMDKdPn7aOLff19a02thzgrrvu4vDhwxQVFeHn58fixYsZNWqUk6N3juTkZJKTk5kzZ451SFJhYSHr1q1j1apVHD9+nKioKKKjo+nfv7/LJBCHDx/mySefZNmyZYSHhzs7HNFwkjTYgb2SBiGEuNHYM4mSpEHc1IqKitiwYQMJCQkcPHiQe++9l+joaAYOHFitmJojpaWl8cQTT7B06VIiIiKcEoO4ZpI02IEkDUIIUT97V/eWpEGICiUlJfzjH/8gISGBlJQU7rrrLqKjoxk8eDAeHo5ZF+DkyZNMmjSJzz//nAEDBjhkn8KmJGmwA0kahBCifrUt8BDczpsf44Zf9/brShpcY5yGEA7i7e2NwWBg6dKl7N69mwcffJDly5dz55138uKLL/Ltt99iNBrttv8zZ87w6KOP8sknn0jCIIQQQohGcWZ9EEkaRDUbN26kR48ehIaG1liNurS0lEceeYTQ0FAGDRrEyZMnHR+kjXh5eTF69Gg+++wzUlJSiImJYd26dQwZMoTnnnuOTZs2UVpaarP9nTt3jkmTJvHhhx8yaNAgm21XCCGEEDcHZ1b3lqRBWJnNZqZNm8aGDRs4ePAgy5Yt4+DBg9XaLF68GB8fH44dO8Yf/vAHXn75ZSdFa1uenp6MHDmSRYsWsXfvXp588km2bNnCXXfdxdSpU1m3bh0lJdeexZ8/f56YmBjee+89hg4dasPIhXAcpZSvUmqzUiqt4l+fWtq9o5Q6oJQ6pJT6q2pKRVOEEMKFOXMJWkkahNXOnTsJDQ3llltuoVmzZkyaNIm1a9dWa7N27VpiY2MBmDBhAlu2bKGeeTFNjoeHB/fccw8LFiyw1lDYtm0b9957L7GxsaxevZpLly41eHtZWVlMnDiR+Ph47r33XjtGLoTdxQFbtNZhwJaKx9Uope4EhgB9gd7AQGCYI4MUQogbxZqUdIbEf0u3uPUMif8WgIcHBONecS3GXSkeHuCYwn1SEVpYpaenV6tGHBISwo4dO2pt4+HhQdu2bcnNzcXf39+hsTqKu7s7Q4YMYciQIVgsFnbv3s3KlSuZN28e3bp1w2AwcP/999OmTZsafz43N5eJEyfy1ltvcd999zk4eiFszgDWwqpLgO+AK283aqA50IzySeOeQKa9A5N13IUQN5orV0pKzy9hVkIqaDBXXLA1a82q3elEdrF/cTe50yBEA7m5uTFw4EDeeecd9uzZwxtvvEFaWhqjR48mJiaGv/3tb+Tn51vb5+fnM3HiRF577TVGjx5t83jy8vIYOXIkYWFhjBw5kgsXLtTatrCwkJCQEJ5//nmbxyFuKkFa64yK788DQVc20FpvA/4JZFR8bdJaH7JnUJUfrOn5JWjKP1hfSdzPmpT0q9pVvWJ35etCCOFK5m06Um1pVQCjWWO0VB/hUWI0M2/TEbvHI0mDsAoODubMmTPWx2fPniU4OLjWNiaTiYKCAvz8/Bwapytwc3OjX79+zJ49m927dzN37lzOnTuHwWBg/PjxLFq0iPHjxzNz5kwMBoNdYoiPjycqKoq0tDSioqJqnLhe6b//+7+5++677RKHuLEopZKVUj/X8FXtQNbl4xKvGpuolAoFegIhQDAwXCl1Vy37eloptUsptSs7O/uaY67pg7XEaGbGilRrYtDQxEIIIZyt8gJHTUur1kZWTxIONXDgQNLS0jhx4gRlZWV8/fXXjBs3rlqbcePGsWTJEgASEhIYPnw4N/scR6UU4eHhvPHGG+zcuZMPPviAI0eOcM899zBhwgS77bfq/JLY2FjWrFlTY7vdu3eTmZkpw6NEg2itR2ite9fwtRbIVEp1AKj4N6uGTYwHtmuti7TWRcAGYHAt+/pYax2ptY4MCAi45phr+2A1a21NDGpLLBxxdU4IIRqq6gWOxpDVk4RDeXh4sGDBAkaNGkXPnj2JiYkhPDyc119/naSkJACeeuopcnNzCQ0N5b333qvz6vbNSClF9+7d+eijj5g7d65d95WZmUmHDh0AaN++PZmZVw8bt1gszJgxg/nz59s1FnHTSAJiK76PBdbW0OY0MEwp5aGU8qR8ErRdhye513HhojIxcOba5kII0VA1XeCoj6NWT5KJ0KKa0aNHXzX+/n/+53+s3zdv3pyVK1c6Oqyb1ogRIzh//vxVz8+ePbvaY6VUjXd8Fi5cyOjRowkJCbFbjOKmEg+sUEo9BZwCYgCUUpHAs1rrqUACMBzYT/nwpY1a67/bMyhzPSu4VU6OrunKnSOuzgkhREM19g5DcDtv7r0tgHmbjvCH5XvtuhCEJA1CuLDk5ORaXwsKCiIjI4MOHTqQkZFBYGDgVW22bdvG1q1bWbhwIUVFRZSVldGqVSu5QySuidY6F4iq4fldwNSK783AM46MK7iWhKBS5Ydo1VVIKl0qNbEmJV1WWhJCuAR3peq9EALldxfmPNQH4KoVll5J3A9g879rMjxJiCaq6vySJUuW1Djh+m9/+xunT5/m5MmTzJ8/nylTpkjCIG44s0b1oLYBSqri9ej+wcx5qA8+LTyrvZ5fYpQJ0UIIl1FXwhDczhtV8e+ch/oQ3T/YofO1JGkQoomKi4tj8+bNhIWFkZycTFxceZ2tXbt2MXXqVCdHJ4TjRPcPvnoZpwqaX6+2RfcPpkWzq2+wy4RoIYSrCK5lyGRwO29+jBvOifgx/Bg33Pp3zZHztSRpEC5p48aN9OjRg9DQ0BqvjP/rX//i9ttvx8PDg4SEBCdE6Hx+fn5s2bKFtLQ0kpOT8fX1BSAyMpJPP/30qvZPPvkkCxYscHSYQjhEXR+0VcmEaCGEK5s1qgfenu7VnqtronNt87LsMV9LkgbhcsxmM9OmTWPDhg0cPHiQZcuWcfDgwWptOnfuzBdffMFjjz3mpCiFEK6koR+0jvyAFUKIxqocSlnTUKSaNDbJuB4yEVq4nJ07dxIaGsott9wCwKRJk1i7di29evWytunatStQXmRNCCEqP1Arl1etbQWRmiZEO2q5QiGEaIjo/sENnsTc0L99tiBJg3A56enpdOrUyfo4JCSEHTt2ODEiIURT0JAPWkd+wAohhCM0Jsm4HpI0CCGEuKk46gNWCCFuJDK2Q7ic4OBgzpw5Y3189uxZgoPlA14IIYQQwlkkaRAuZ+DAgaSlpXHixAnKysr4+uuvGTdunLPDEkIIIYS4aUnSIFyOh4cHCxYsYNSoUfTs2ZOYmBjCw8N5/fXXSUpKAuDf//43ISEhrFy5kmeeeYbw8HAnRy2EEEIIceNSuu5S1fXXsRZCiJtLbcWHxXWIjIzUu3btcnYYQghxU1NK7dZaR9b0mtxpEEIIIYQQQtRJkgYhhBBCCCFEnSRpEEIIIYQQQtRJkgYhhBBCCCFEnSRpEEIIIYQQQtRJkgYhhBBCCCFEnepbclUIIYSwO6VUNnDK2XFcI38gx9lBuBDpj19JX1Qn/VGdK/ZHF611QE0vSNIghBBCXAel1K7a1jW/GUl//Er6ojrpj+qaWn/I8CQhhBBCCCFEnSRpEEIIIYQQQtRJkgYhhBDi+nzs7ABcjPTHr6QvqpP+qK5J9YfMaRBCCCGEEELUSe40CCGEEEIIIeokSYMQQgjRCEopX6XUZqVUWsW/PnW0baOUOquUWuDIGB2pIf2hlOqnlNqmlDqglNqnlHrEGbHai1LqfqXUEaXUMaVUXA2veymllle8vkMp1dUJYTpMA/rjv5RSByuOhS1KqS7OiNNR6uuPKu0eVkpppZRLrqgkSYMQQgjROHHAFq11GLCl4nFt3gL+5ZConKch/VEMTNFahwP3A+8rpdo5LkT7UUq5Ax8CDwC9gEeVUr2uaPYUcEFrHQr8BZjr2Cgdp4H9kQJEaq37AgnAO46N0nEa2B8opVoDLwI7HBthw0nSIIQQQjSOAVhS8f0SILqmRkqpAUAQ8A/HhOU09faH1vqo1jqt4vtzQBZQYwGpJug/gGNa61+01mXA15T3SVVV+ygBiFJKKQfG6Ej19ofW+p9a6+KKh9uBEAfH6EgNOT6g/ALDXOCyI4NrDEkahBBCiMYJ0lpnVHx/nvLEoBqllBvwLjDTkYE5Sb39UZVS6j+AZsBxewfmIMHAmSqPz1Y8V2MbrbUJKAD8HBKd4zWkP6p6Cthg14icq97+UErdDnTSWq93ZGCN5eHsAIQQQghXo5RKBtrX8NKrVR9orbVSqqZlCJ8DvtFan70RLijboD8qt9MBWArEaq0tto1SNDVKqclAJDDM2bE4S8UFhveAJ50cSr0kaRBCCCGuoLUeUdtrSqlMpVQHrXVGxUlwVg3NBgN3KaWeA1oBzZRSRVrruuY/uCwb9AdKqTbAeuBVrfV2O4XqDOlApyqPQyqeq6nNWaWUB9AWyHVMeA7XkP5AKTWC8qRzmNa61EGxOUN9/dEa6A18V3GBoT2QpJQap7Xe5bAoG0CGJwkhhBCNkwTEVnwfC6y9soHW+nGtdWetdVfKhyj9X1NNGBqg3v5QSjUDVlPeDwkOjM0R/g2EKaW6Vfw/J1HeJ1VV7aMJwLf6xi2UVW9/KKX6Ax8B47TWNSaZN5A6+0NrXaC19tdad634e7Gd8n5xqYQBJGkQQgghGiseGKmUSgNGVDxGKRWplPrUqZE5R0P6Iwa4G3hSKbW34qufU6K1sYo5Cs8Dm4BDwAqt9QGl1P8opcZVNFsM+CmljgH/Rd0rbjVpDeyPeZTfgVtZcSxcmWTdMBrYH02CVIQWQgghhBBC1EnuNAghhBBCCCHqJEmDEEIIIYQQok6SNAghhBBCCCHqJEmDEEIIIYQQok6SNAghhBBCCCHqJEmDEEIIIYQQok6SNAghhBBCCCHqJEmDEEIIIYQQok7/H19uFXqbW2NRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "point_sampler=PointSampler(1024)\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "\n",
    "for object_path in ('/toilet/test/toilet_0348.off', \"/desk/test/desk_0204.off\"):\n",
    "    \n",
    "    print(object_path)\n",
    "    full_object_path = dataset_root + object_path\n",
    "    point_cloud = load_point_cloud(full_object_path)\n",
    "    \n",
    "    # Добавляем размерность для батча\n",
    "    point_cloud = point_cloud.unsqueeze(dim=0).to(device)\n",
    "    \n",
    "    logits, matrix3x3, matrix64x64, embeddings, crit_points_idx = model(point_cloud)\n",
    "    point_cloud = point_cloud[0].cpu().numpy()\n",
    "    crit_points = point_cloud[crit_points_idx.cpu().unique(), :]\n",
    "    print('Кол-во критических точек:', len(crit_points))\n",
    "    \n",
    "    plot_critical_points(point_cloud, crit_points)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27236ad4",
   "metadata": {},
   "source": [
    "Критические точки обозначены красным цветом. Как видно из результата, они действительно в большинстве случаев располагаются гранях объектов.\n",
    "\n",
    "\n",
    "### 3.2 Поиск похожих предметов с помощью эмбеддингов\n",
    "\n",
    "Авторы статьи утверждают, что модель классификации умеет хорошо извлекать признаки из облака точек в слое global feature. В своей статье авторы с помощью обученной на тестовых эмбеддингах модели Nearest Neighbors подбирали пять самых похожих предметов. И модель Nearest Neighbors успешно с этим справлялась.\n",
    "\n",
    "На рисунке ниже представлены результаты из статьи."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "51eeec79",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('tmp/similar_shapes.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25675df0",
   "metadata": {},
   "source": [
    "В данном разделе повторим этот опыт. \n",
    "\n",
    "Для начала сформируем базу данных тестовых объектов в виде следующего словаря:\n",
    "\n",
    "```{\n",
    "  object_id: {\n",
    "      'pcd_path': путь к файлу в формате .off,\n",
    "      'embedding': эмбеддинг объекта,\n",
    "      'category_name': название класса объекта,\n",
    "      'target': код класса объекта,\n",
    "      'crit_points_idx': номера критических точек в каждой позиции вектора эмбеддинга,\n",
    "      'pointcloud': предобработанное облако точек,\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "12080767",
   "metadata": {},
   "outputs": [],
   "source": [
    "val_dataset = PointCloudDataset(root_dir=dataset_root, valid=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "666876d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "be97ddf35df3414ba6868ba3e8bccf34",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/908 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.eval()\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "object_database = {}\n",
    "\n",
    "for figure_idx in tqdm(range(len(val_dataset))):\n",
    "    figure_data = val_dataset[figure_idx]\n",
    "    pointcloud = figure_data['pointcloud'].unsqueeze(dim=0).to(device)\n",
    "    logits, matrix3x3, matrix64x64, embeddings, crit_points_idx = model(pointcloud)\n",
    "    \n",
    "    object_embedding = embeddings.cpu().detach().numpy().tolist()[0]\n",
    "    crit_points_idx = crit_points_idx.cpu().detach().numpy().tolist()\n",
    "    pointcloud = pointcloud.cpu().detach().numpy().tolist()[0]\n",
    "    \n",
    "    object_database[figure_idx] = {}\n",
    "    object_database[figure_idx]['pcd_path'] = figure_data['pcd_path']\n",
    "    object_database[figure_idx]['embedding'] = object_embedding\n",
    "    object_database[figure_idx]['category_name'] = figure_data['category_name']\n",
    "    object_database[figure_idx]['target'] = figure_data['target']\n",
    "    object_database[figure_idx]['crit_points_idx'] = crit_points_idx\n",
    "    object_database[figure_idx]['pointcloud'] = pointcloud"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d957fb6",
   "metadata": {},
   "source": [
    "База object_database сформирована. Теперь обучим модель NearestNeighbors на всем тестовом датасете и для объекта с идентификатором current_object_id найдем ТОП-10 похожих объектов:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f647da6c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Объект поиска: bathtub_0117.off\n",
      "\n",
      "ТОП-10 похожих объектов:\n",
      "\n",
      "1. bathtub_0140.off\n",
      "2. bathtub_0155.off\n",
      "3. bathtub_0115.off\n",
      "4. bathtub_0142.off\n",
      "5. bathtub_0150.off\n",
      "6. bathtub_0143.off\n",
      "7. bathtub_0148.off\n",
      "8. bathtub_0118.off\n",
      "9. bathtub_0151.off\n",
      "10. bathtub_0156.off\n"
     ]
    }
   ],
   "source": [
    "current_object_id = 10\n",
    "current_object_filename = os.path.basename(object_database[current_object_id]['pcd_path'])\n",
    "current_object_embedding = object_database[current_object_id]['embedding']\n",
    "current_category_name = object_database[current_object_id]['category_name']\n",
    "\n",
    "print(f\"Объект поиска: {current_object_filename}\\n\")\n",
    "\n",
    "X = np.vstack([val['embedding'] for val in object_database.values()])\n",
    "\n",
    "knn = NearestNeighbors(n_neighbors=10)\n",
    "knn.fit(X)\n",
    "\n",
    "neighbors = knn.kneighbors([current_object_embedding], n_neighbors=11, return_distance=False)\n",
    "\n",
    "coeff = 0\n",
    "print(\"ТОП-10 похожих объектов:\\n\")\n",
    "for idx, sim_object_idx in enumerate(neighbors[0], 1):\n",
    "    if current_object_id == sim_object_idx:\n",
    "        coeff = 1\n",
    "        continue\n",
    "    object_filename = os.path.basename(object_database[sim_object_idx]['pcd_path'])\n",
    "    print(f\"{idx-coeff}. {object_filename}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3e8a6c7",
   "metadata": {},
   "source": [
    "Как видно из результата поиска, мы действительно можем с помощью эмбеддингов модели эффективно находить похожие объекты. Модель предсказала 100 объектов того же самого класса.\n",
    "\n",
    "### 3.3 Операция shape correspondence критических точек двух объектов\n",
    "\n",
    "Авторы статьи обнаружили следующую закономерность: если в рамках объектов одинаковых классов взять критические точки, то критические точки на одинаковых позициях слоя global feature будут находится физически примерно на одних и тех же частях объектов. Например, если критическая точка первого объекта находится в первой позиции эмбеддинга и она физически располагается на ножке стула, то и критическая точка второго объекта стула в первой позиции эмбеддинга будет находиться примерно там же.\n",
    "\n",
    "Ниже приведена иллюстрация из статьи, в которой авторы берут 20 случайных критических точек на двух объектах в одинаковых позициях эмбеддинга и соединяют их линиями."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6738b019",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('tmp/shape_correspondence.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc1dd320",
   "metadata": {},
   "source": [
    "В данном разделе повторим этот опыт на наших тестовых данных.\n",
    "\n",
    "Для этого возьмем 2 объекта из одной категории category_id:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c7cb7656",
   "metadata": {},
   "outputs": [],
   "source": [
    "category_id = 2\n",
    "\n",
    "all_category_object_ids = [object_id for object_id, object_date in object_database.items() \n",
    "                           if object_date['target'] == category_id]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e2e8f88b",
   "metadata": {},
   "outputs": [],
   "source": [
    "category_object_1 = deepcopy(object_database[all_category_object_ids[0]])\n",
    "category_object_2 = deepcopy(object_database[all_category_object_ids[15]])\n",
    "\n",
    "category_object_1['pointcloud'] = np.array(category_object_1['pointcloud'])\n",
    "category_object_2['pointcloud'] = np.array(category_object_2['pointcloud'])\n",
    "\n",
    "category_object_1['crit_points_idx'] = np.array(category_object_1['crit_points_idx'])\n",
    "category_object_2['crit_points_idx'] = np.array(category_object_2['crit_points_idx'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09e68bbe",
   "metadata": {},
   "source": [
    "Визуализируем в 3D наши объекты, это два разных стула:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "3996d577",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14,6))\n",
    "ax = fig.add_subplot(121, projection='3d')\n",
    "ax.scatter(category_object_1['pointcloud'][:,0], category_object_1['pointcloud'][:, 1], \n",
    "           category_object_1['pointcloud'][:, 2], c='b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "edb1a844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14,6))\n",
    "ax = fig.add_subplot(121, projection='3d')\n",
    "ax.scatter(category_object_2['pointcloud'][:,0], category_object_2['pointcloud'][:, 1], \n",
    "           category_object_2['pointcloud'][:, 2], c='b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9d01514",
   "metadata": {},
   "source": [
    "А теперь пройдемся по эмбеддингам двух объектов и соединим 20 случайных критических точек на одной и той же позиции ембеддингов:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "efd0d414",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_links = 20\n",
    "\n",
    "plt.figure(figsize=(7,6))\n",
    "plt.scatter(category_object_1['pointcloud'][:, 1], category_object_1['pointcloud'][:, 2], c='b')\n",
    "plt.scatter(category_object_2['pointcloud'][:, 1]+2, category_object_2['pointcloud'][:, 2], c='b')\n",
    "\n",
    "for crit_point_idx in np.random.randint(0, len(category_object_1['crit_points_idx'])-1, n_links):\n",
    "    \n",
    "    crit_point_idx_object_1 = category_object_1['crit_points_idx'][crit_point_idx]\n",
    "    crit_point_idx_object_2 = category_object_2['crit_points_idx'][crit_point_idx]\n",
    "    \n",
    "    crit_point_object_1 = category_object_1['pointcloud'][crit_point_idx_object_1].copy()\n",
    "    crit_point_object_2 = category_object_2['pointcloud'][crit_point_idx_object_2].copy()\n",
    "    crit_point_object_2[1] += 2\n",
    "    \n",
    "    stacked_points = np.vstack([crit_point_object_1, crit_point_object_2])\n",
    "    \n",
    "    plt.plot(stacked_points[:, 1], stacked_points[:, 2], c='r')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5a913f9",
   "metadata": {},
   "source": [
    "Из результата видно, что полученные связи не такие идеальные, как в статье. Это можно объяснить тем, что для более лучших связей может потребоваться более точное обучение модели.\n",
    "\n",
    "Попробуем посмтроить связи критических точек для объекта и его копии с добавленным шумом:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a226991d",
   "metadata": {},
   "outputs": [],
   "source": [
    "noised_point_cloud = category_object_1['pointcloud'].copy()\n",
    "noised_point_cloud += np.random.normal(loc=0, scale=0.03, size=1024*3).reshape([1024, 3])\n",
    "\n",
    "noised_point_cloud = torch.tensor(noised_point_cloud, dtype=torch.float32).to(device)\n",
    "noised_point_cloud = noised_point_cloud.unsqueeze(dim=0)\n",
    "*_, crit_points_idx = model(noised_point_cloud)\n",
    "\n",
    "category_object_3 = {\n",
    "    'crit_points_idx': crit_points_idx.detach().cpu().numpy(),\n",
    "    'pointcloud': noised_point_cloud.detach().cpu().numpy()[0],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "addf4ff8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_links = 20\n",
    "\n",
    "plt.figure(figsize=(7,6))\n",
    "plt.scatter(category_object_1['pointcloud'][:, 1], category_object_1['pointcloud'][:, 2], c='b')\n",
    "plt.scatter(category_object_3['pointcloud'][:, 1]+2, category_object_3['pointcloud'][:, 2], c='b')\n",
    "\n",
    "for crit_point_idx in np.random.randint(0, len(category_object_1['crit_points_idx'])-1, n_links):\n",
    "    \n",
    "    crit_point_idx_object_1 = category_object_1['crit_points_idx'][crit_point_idx]\n",
    "    crit_point_idx_object_3 = category_object_3['crit_points_idx'][crit_point_idx]\n",
    "    \n",
    "    crit_point_object_1 = category_object_1['pointcloud'][crit_point_idx_object_1].copy()\n",
    "    crit_point_object_3 = category_object_3['pointcloud'][crit_point_idx_object_3].copy()\n",
    "    crit_point_object_3[1] += 2\n",
    "    \n",
    "    stacked_points = np.vstack([crit_point_object_1, crit_point_object_3])\n",
    "    \n",
    "    plt.plot(stacked_points[:, 1], stacked_points[:, 2], c='r')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2737b7b2",
   "metadata": {},
   "source": [
    "В данном эксперименте мы получили более точные совпадения расположений критических точек.\n",
    "\n",
    "# ИТОГИ\n",
    "\n",
    "В данной домашней работе обучили классификационную часть модели PointNet и получили результат accuracy score 0.884 и получили диагональную матрицу ошибок.\n",
    "\n",
    "Были найдены и визуализированы критические точки. Удалось находить похожие объекты по их эмбеддингам и визуализировали связи между критическими точками разных объектов в рамках одного класса."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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